Extensions for a Python package for estimation of count models.
Project description
MetaCountRegressor
Tutorial also available as a jupyter notebook
Quick Setup
The Below code demonstrates how to set up automatic optimization assisted by the harmony search algorithm. References to the Differential Evolution and Simulated Annealing has been mentioned (change accordingly)
Quick install: Requires Python 3.10
Install metacountregressor using pip as follows:
pip install metacountregressor
```python
import pandas as pd
import numpy as np
from metacountregressor.solution import ObjectiveFunction
from metacountregressor.metaheuristics import (harmony_search,
differential_evolution,
simulated_annealing)
print('testing')
loaded standard packages
loaded helper
testing
Basic setup.
The initial setup involves reading in the data and selecting an optimization algorithm. As the runtime progresses, new solutions will be continually evaluated. Finally, at the end of the runtime, the best solution will be identified and printed out. In the case of multiple objectives all of the best solutions will be printed out that belong to the Pareto frontier.
# Read data from CSV file
df = pd.read_csv(
"https://raw.githubusercontent.com/zahern/data/main/Ex-16-3.csv")
X = df
y = df['FREQ'] # Frequency of crashes
X['Offset'] = np.log(df['AADT']) # Explicitley define how to offset the data, no offset otherwise
# Drop Y, selected offset term and ID as there are no panels
X = df.drop(columns=['FREQ', 'ID', 'AADT'])
#some example argument, these are defualt so the following line is just for claritity. See the later agruments section for detials.
arguments = {'algorithm': 'hs', 'test_percentage': 0.15, 'test_complexity': 6, 'instance_number':1,
'val_percentage':0.15, 'obj_1': 'bic', '_obj_2': 'RMSE_TEST', "_max_time": 6}
# Fit the model with metacountregressor
obj_fun = ObjectiveFunction(X, y, **arguments)
#replace with other metaheuristics if desired
results = harmony_search(obj_fun)
Setup Complete...
--------------------------------------------------------------------------------
Log-Likelihood: -652.9169159551539
--------------------------------------------------------------------------------
bic: 1466.56
--------------------------------------------------------------------------------
RMSE_TEST: 17.58
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.20 | 0.54 | -0.38 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.16 | 0.11 | 10.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.22 | 0.16 | -1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.05 | 0.08 | -0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.03 | 2.38 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | 0.08 | 0.21 | 0.37 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.06 | 0.17 | -0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.19 | 0.17 | 1.12 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 3.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.06 | 2.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.02 | 0.11 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.20 | 0.13 | -1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.04 | -1.90 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.05 | 0.27 | 0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.00 | 0.04 | 0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.93 | 0.61 | -1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.06 | 0.07 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.82 | 0.74 | -1.12 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.07 | 0.04 | -1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.07 | 0.00 | -15.87 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 1.55 | 0.01 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | 0.03 | 0.00 | 20.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.06 | 0.00 | 26.14 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.03 | 0.00 | 17.24 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.06 | 0.01 | 7.76 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.11 | 0.00 | 42.00 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.04 | 0.01 | 4.51 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.26 | 0.01 | 29.57 | 0.00*** |
| Dev. uniform) . SPEED | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
--------------------------------------------------------------------------------
Log-Likelihood: -666.9846848115257
--------------------------------------------------------------------------------
bic: 1504.21
--------------------------------------------------------------------------------
RMSE_TEST: 17.15
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.36 | 2.44 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.63 | 0.38 | -1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.04 | -1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.04 | 0.05 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.03 | 1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.40 | 0.08 | 5.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.70 | 0.16 | 4.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.30 | 0.10 | -3.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.59 | 0.14 | 4.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.10 | 0.01 | 9.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.80 | 0.15 | -5.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.01 | 0.03 | 0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.14 | 0.07 | -1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.89 | 0.59 | -1.50 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.16 | 0.09 | 1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.49 | 0.82 | -0.59 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.25 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | -0.84 | 0.01 | -50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.02 | 0.00 | -5.18 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.01 | 0.00 | 40.61 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.07 | 0.00 | 42.20 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.01 | 0.00 | 2.17 | 0.03* |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.14 | 0.01 | 24.45 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.52 | 0.06 | -8.81 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | 0.17 | 0.01 | 12.85 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.00 | 0.00 | 0.31 | 0.75 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.30 | 0.02 | -16.96 | 0.00*** |
| Dev. normal) . SPEED | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.80 | 0.06 | 13.77 | 0.00*** |
| Dev. lm_normal) . SPEED | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | no | -0.04 | 0.01 | -7.20 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXGRDIFF (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | no | -0.40 | 0.15 | -2.73 | 0.01* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | | 0.07 | 0.01 | 4.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | | 0.13 | 0.03 | 4.24 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
--------------------------------------------------------------------------------
Log-Likelihood: -656.4142138218281
--------------------------------------------------------------------------------
bic: 1489.33
--------------------------------------------------------------------------------
RMSE_TEST: 14.93
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.27 | 0.37 | -0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.21 | 0.13 | 9.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.07 | 0.06 | -1.07 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.04 | 0.02 | 2.35 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.03 | 1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.22 | 0.18 | 1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.05 | 0.03 | -1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.14 | 0.03 | -4.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.04 | 0.03 | 1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.16 | 0.14 | -8.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.07 | 0.06 | -1.22 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.02 | 0.02 | 1.61 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.06 | 0.05 | -1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.05 | 0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.45 | 0.11 | -4.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.28 | 0.10 | 2.65 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.07 | 0.11 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.03 | 1.03 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.03 | 0.00 | 38.31 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.01 | 0.00 | 15.59 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.03 | 0.00 | 30.37 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.02 | 0.00 | 10.05 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.01 | 0.00 | 11.72 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.01 | 0.00 | -1.74 | 0.08. |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.01 | 0.00 | 3.69 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.07 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.07 | 0.00 | 30.95 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.03 | 0.02 | 2.05 | 0.04* |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | 0.04 | 0.00 | 24.94 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | arcsinh | -0.02 | 0.00 | -6.93 | 0.00*** |
| Dev. uniform) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TANGENT: hetro | no | -0.06 | 0.12 | -0.50 | 0.62 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 0 | | 0.02 | 0.07 | 0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| main: TANGENT: hetro | | -0.04 | 0.04 | -1.01 | 0.31 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
failed to converge..
The model did not converge
failed to converge..
The model did not converge
failed to converge..
--------------------------------------------------------------------------------
Log-Likelihood: -664.7253930487128
--------------------------------------------------------------------------------
bic: 1494.93
--------------------------------------------------------------------------------
RMSE_TEST: 15.92
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.66 | 0.60 | -1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.08 | 0.22 | 0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.26 | 0.24 | -1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.29 | 0.09 | -3.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.01 | 0.13 | -0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.47 | 0.29 | -1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.04 | 0.04 | 0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.27 | 0.10 | -2.71 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.94 | 0.10 | 9.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.03 | 2.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | 0.03 | 0.01 | 1.75 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.10 | 0.25 | 0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.03 | 1.76 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.04 | 0.09 | 0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.07 | 0.31 | -3.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.52 | 0.30 | -1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.05 | -0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.05 | 0.08 | 0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.01 | 0.00 | 3.55 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.06 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.00 | 0.00 | -29.94 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.02 | 0.00 | -4.51 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.01 | 0.00 | -2.70 | 0.01* |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.02 | 0.00 | -7.23 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.09 | 0.00 | -37.40 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.16 | 0.00 | 50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.11 | 0.01 | 18.80 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.02 | 0.00 | -4.91 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.03 | 0.00 | 5.81 | 0.00*** |
| Dev. lm_normal) . WIDTH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.32 | 0.01 | -50.00 | 0.00*** |
| Dev. tn_normal) . WIDTH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.00 | 0.00 | 0.96 | 0.34 |
| Dev. tn_normal) . | | | | | |
| MIGRADE (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
--------------------------------------------------------------------------------
Log-Likelihood: -666.4374208617879
--------------------------------------------------------------------------------
bic: 1500.36
--------------------------------------------------------------------------------
RMSE_TEST: 15.62
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.44 | 0.42 | -3.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 1.01 | 0.12 | 8.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.00 | 0.26 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.84 | 0.31 | -2.69 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.07 | 0.05 | 1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.01 | 0.02 | -0.52 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.12 | -1.30 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.14 | 0.15 | -0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.02 | 0.02 | -1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.03 | 1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.13 | 0.08 | 1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.40 | 0.15 | -2.66 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -2.83 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.06 | 0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.25 | 0.28 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 2.74 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.02 | 0.91 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.01 | 0.17 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.04 | 0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.04 | 0.03 | 1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.04 | 0.06 | -0.73 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.21 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.15 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.02 | 0.00 | -3.71 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.26 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.04 | 0.00 | -16.65 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -2.32 | 0.02* |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | -0.03 | 0.00 | -26.83 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.20 | 0.01 | 39.08 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.15 | 0.01 | -19.10 | 0.00*** |
| Dev. normal) . MXMEDSH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
The number of imps is 1 the max imps is 100000 elapsed time is 1875.47356 max time 6 no improvement 0 max_improvement 100
Arguments to feed into the Objective Function:
Note: Please Consider the main arguments to change.
algorithm: This parameter has multiple choices for the algorithm, such as 'hs', 'sa', and 'de'. Only one choice should be defined as a string value.test_percentage: This parameter represents the percentage of data used for in-sample prediction of the model. The value 0.15 corresponds to 15% of the data.val_percentage: This parameter represents the percentage of data used to validate the model. The value 0.15 corresponds to 15% of the data.test_complexity: This parameter defines the complexity level for testing. The value 6 tests all complexities. Alternatively, you can provide a list of numbers to consider different complexities. The complexities are further explained later in this document.instance_number: This parameter is used to give a name to the outputs._obj_1: This parameter has multiple choices for obj_1, such as 'bic', 'aic', and 'hqic'. Only one choice should be defined as a string value._obj_2: This parameter has multiple choices for objective 2, such as 'RMSE_TEST', 'MSE_TEST', and 'MAE_TEST'._max_time: This parameter specifies the maximum number of seconds for the total estimation before stopping.distribution: This parameter is a list of distributions to consider. Please select all of the available options and put them into a list of valid options if you want to to consider the distribution type for use when modellign with random parameters. The valid options include: 'Normal', 'LnNormal', 'Triangular', and 'Uniform'.transformations: This parameters is a list of transformations to consider. Plesee select all of the available options and put them into a list of valid options if you want to consider the transformation type. The valid options include 'Normal', 'LnNormal', 'Triangular', 'Uniform'.method_ll: This is a specificication on the type of solvers are avilable to solve the lower level maximum likilihood objective. The valid options include: 'Normal', 'LnNormal', 'Triangular', and 'Uniform'.
Example of changing the arguments:
Modify the arguments according to your preferences using the commented code as a guide.
#Solution Arguments
arguments = {
'algorithm': 'hs', #alternatively input 'de', or 'sa'
'is_multi': 1,
'test_percentage': 0.2, # used in multi-objective optimisation only. Saves 20% of data for testing.
'val_percenetage:': 0.2, # Saves 20% of data for testing.
'test_complexity': 6, # Complexity level for testing (6 tests all) or a list to consider potential differences in complexity
'instance_number': 'name', # used for creeating a named folder where your models are saved into from the directory
'distribution': ['Normal', 'LnNormal', 'Triangular', 'Uniform'],
'Model': [0,1], # or equivalently ['POS', 'NB']
'transformations': ['no', 'sqrt', 'archsinh'],
'method_ll': 'BFGS_2',
'_max_time': 10
}
obj_fun = ObjectiveFunction(X, y, **arguments)
results = harmony_search(obj_fun)
Initial Solution Configurement
Listed below is an example of how to specify an initial solution within the framework. This initial solution will be used to calculate the fitness and considered in the objective-based search. However, as the search progresses, different hypotheses may be proposed, and alternative modeling components may completely replace the initial solution.
#Model Decisions, Specify for Intial Optimization
manual_fit_spec = {
'fixed_terms': ['SINGLE', 'LENGTH'],
'rdm_terms': ['AADT:normal'],
'rdm_cor_terms': ['GRADEBR:normal', 'CURVES:normal'],
'grouped_terms': [],
'hetro_in_means': ['ACCESS:normal', 'MINRAD:normal'],
'transformations': ['no', 'no', 'log', 'no', 'no', 'no', 'no'],
'dispersion': 0
}
#Search Arguments
arguments = {
'algorithm': 'hs',
'test_percentage': 0.2,
'test_complexity': 6,
'instance_number': 'name',
'Manual_Fit': manual_fit_spec
}
obj_fun = ObjectiveFunction(X, y, **arguments)
Setup Complete...
Benchmaking test with Seed 42
--------------------------------------------------------------------------------
Log-Likelihood: -1339.1862434675106
--------------------------------------------------------------------------------
bic: 2732.31
--------------------------------------------------------------------------------
MSE: 650856.32
+--------------------------+--------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+==========================+========+=======+==========+==========+============+
| LENGTH | no | -0.15 | 0.01 | -12.98 | 0.00*** |
+--------------------------+--------+-------+----------+----------+------------+
| SINGLE | no | -2.46 | 0.04 | -50.00 | 0.00*** |
+--------------------------+--------+-------+----------+----------+------------+
| GRADEBR | log | 4.23 | 0.10 | 42.17 | 0.00*** |
+--------------------------+--------+-------+----------+----------+------------+
| CURVES | no | 0.51 | 0.01 | 34.78 | 0.00*** |
+--------------------------+--------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 2.21 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+--------------------------+--------+-------+----------+----------+------------+
| Chol: CURVES (Std. Dev. | | -0.51 | 0.00 | -50.00 | 0.00*** |
| normal) ) | | | | | |
+--------------------------+--------+-------+----------+----------+------------+
| Chol: CURVES (Std. Dev. | no | 0.55 | 0.00 | 50.00 | 0.00*** |
| normal) . GRADEBR (Std. | | | | | |
| Dev. normal ) | | | | | |
+--------------------------+--------+-------+----------+----------+------------+
| main: MINRAD: hetro | no | -0.00 | 0.00 | -44.36 | 0.00*** |
| group 0 | | | | | |
+--------------------------+--------+-------+----------+----------+------------+
| ACCESS: hetro group 0 | | 0.68 | 0.09 | 7.68 | 0.00*** |
+--------------------------+--------+-------+----------+----------+------------+
| main: MINRAD: hetro | | -0.00 | 0.00 | -44.86 | 0.00*** |
| group 0:normal:sd hetro | | | | | |
| group 0 | | | | | |
+--------------------------+--------+-------+----------+----------+------------+
Simarly to return the results feed the objective function into a metaheuristic solution algorithm. An example of this is provided below:
results = harmony_search(obj_fun)
print(results)
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -756.1824091881238
--------------------------------------------------------------------------------
bic: 1666.89
--------------------------------------------------------------------------------
MSE: 3966.57
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.69 | 0.25 | -2.75 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.15 | 0.20 | 0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -1.05 | 0.11 | -9.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.07 | 0.12 | 0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.07 | 0.01 | 6.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.04 | 0.04 | 0.95 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.06 | 0.02 | 2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.07 | 0.07 | -0.99 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.16 | 0.15 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.03 | 0.09 | 0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.36 | 0.06 | 6.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.12 | 0.04 | 3.22 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -4.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.34 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.15 | 0.00 | 40.31 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.15 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.16 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | log | -0.01 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| MEDWIDTH (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | arcsinh | -0.77 | 0.19 | -4.14 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF: hetro group 0 | arcsinh | 0.31 | 0.07 | 4.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES: hetro group 0 | no | 0.18 | 0.08 | 2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 0 | no | 0.05 | 0.05 | 0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRADE: hetro | no | 0.05 | 0.02 | 2.98 | 0.00*** |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS: hetro group 1 | | -0.15 | 0.13 | -1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | | -0.20 | 0.03 | -5.68 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRADE: hetro | | -0.07 | 0.02 | -3.62 | 0.00*** |
| group 1:normal:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -760.4900463626929
--------------------------------------------------------------------------------
bic: 1701.97
--------------------------------------------------------------------------------
MSE: 416.62
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.50 | 0.69 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.14 | 0.02 | 7.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.09 | 0.04 | -2.43 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.44 | 0.15 | 2.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.08 | 0.15 | -7.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.09 | 0.10 | -0.89 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.07 | 0.04 | -1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.28 | 0.09 | 3.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.03 | 1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.47 | 0.08 | -5.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.05 | 2.10 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.34 | 0.05 | 6.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.28 | 0.17 | -1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.00 | 0.00 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.09 | 0.16 | 0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.30 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.14 | 0.19 | -0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.04 | 0.04 | 0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 2.09 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.28 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.01 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.03 | 0.00 | -21.18 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.08 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.45 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.06 | 0.00 | 12.89 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.07 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.10 | 0.01 | 15.01 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.09 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | no | 0.02 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . MIGRADE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group 0 | sqrt | 0.02 | 0.04 | 0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE: hetro group 0 | no | -0.04 | 0.17 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN: hetro group 0 | | 0.15 | 0.11 | 1.30 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group | | 0.06 | 0.02 | 3.47 | 0.00*** |
| 0:normal:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -767.288056132821
--------------------------------------------------------------------------------
bic: 1688.60
--------------------------------------------------------------------------------
MSE: 279.08
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.25 | 0.75 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.64 | 0.15 | 4.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.18 | 0.11 | -1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.09 | 0.04 | 2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.19 | 0.08 | 2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.37 | 0.22 | -1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.59 | 0.39 | -1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.08 | 0.11 | 0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.47 | 0.12 | -4.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.04 | -0.21 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.49 | 0.07 | 7.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.44 | 0.06 | 7.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.01 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.42 | 0.01 | 34.89 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.18 | 0.01 | -20.89 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.02 | 0.00 | -9.22 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.11 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.07 | 0.00 | -14.34 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.01 | 0.00 | -6.47 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.26 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| MINRAD (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.01 | 0.00 | -4.35 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MINRAD (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | no | 0.00 | 0.00 | 1.66 | 0.10 |
| Dev. tn_normal) . | | | | | |
| INTECHAG (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | arcsinh | -0.01 | 0.04 | -0.33 | 0.74 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED: hetro group 0 | no | -1.18 | 0.34 | -3.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | sqrt | 0.01 | 0.04 | 0.38 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.01 | 0.00 | -4.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | | -0.01 | 0.00 | -6.19 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -749.4606022428628
--------------------------------------------------------------------------------
bic: 1658.84
--------------------------------------------------------------------------------
MSE: 340.41
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.81 | 0.08 | -10.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.06 | 0.12 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.23 | 0.13 | -1.76 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.02 | 0.07 | -0.26 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.03 | 0.04 | -0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.15 | 0.08 | 1.93 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.02 | 0.04 | -0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.21 | 0.06 | 3.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.24 | 0.05 | 4.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.07 | 0.04 | -1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.18 | 0.08 | -2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.21 | 0.00 | -45.02 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.74 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.12 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.13 | 0.00 | 41.04 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | arcsinh | 0.23 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | no | 0.08 | 0.05 | 1.67 | 0.10 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | no | 0.04 | 0.01 | 3.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | -0.34 | 0.16 | -2.10 | 0.04* |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH: hetro group 1 | no | 0.06 | 0.03 | 2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC: hetro group 1 | log | -0.04 | 0.04 | -0.97 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | arcsinh | 1.30 | 0.08 | 17.30 | 0.00*** |
| group 2 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES: hetro group 2 | no | -0.05 | 0.05 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 2 | sqrt | 0.03 | 0.03 | 1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 2 | arcsinh | -0.40 | 0.11 | -3.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 2 | | -0.39 | 0.05 | -7.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | | 0.09 | 0.01 | 7.25 | 0.00*** |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | -0.05 | 0.00 | -11.20 | 0.00*** |
| group 1:lm_normal:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | | 0.00 | 0.00 | 0.57 | 0.57 |
| group 2:normal:sd | | | | | |
| hetro group 2 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -769.4554417613134
--------------------------------------------------------------------------------
bic: 1714.61
--------------------------------------------------------------------------------
MSE: 236.88
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.16 | 0.36 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.56 | 0.22 | -2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.20 | 0.18 | -1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.05 | 0.30 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.08 | 0.16 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.05 | 0.05 | 1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.08 | 0.04 | 2.23 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.66 | 0.86 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.21 | 0.14 | -1.54 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.10 | 0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.45 | 0.11 | 3.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.04 | 0.09 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.07 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.39 | 0.21 | 1.81 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.43 | 0.10 | 4.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.56 | 0.29 | -1.95 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.12 | 0.19 | 0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.46 | 0.01 | -45.68 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.00 | 0.00 | 0.15 | 0.88 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.00 | 0.01 | 0.13 | 0.90 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -0.61 | 0.55 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -0.06 | 0.95 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.00 | 0.01 | -0.13 | 0.90 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.00 | 0.01 | 0.25 | 0.80 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.00 | 0.01 | -0.43 | 0.67 |
| Dev. tn_normal) . | | | | | |
| ACCESS (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | no | 0.10 | 0.05 | 1.99 | 0.05. |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED: hetro group 0 | arcsinh | -0.62 | 0.60 | -1.03 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | no | -0.01 | 0.07 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | 0.18 | 0.07 | 2.77 | 0.01* |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.17 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -728.0824763472131
--------------------------------------------------------------------------------
bic: 1664.62
--------------------------------------------------------------------------------
MSE: 11165.82
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.56 | 0.19 | -2.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.50 | 0.21 | -2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.00 | 0.01 | -0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.61 | 0.16 | -3.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.08 | 0.07 | 1.14 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.04 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.80 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.09 | 0.15 | 0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -4.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.21 | 0.06 | 3.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.23 | 0.09 | 2.69 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.77 | 0.09 | 8.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.06 | 0.10 | 0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.08 | 0.17 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.07 | 0.07 | 1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.07 | 0.14 | -7.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.11 | 0.03 | 4.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.11 | 0.13 | 0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.00 | 0.04 | 0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.13 | 0.00 | -44.40 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.33 | 0.01 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.06 | 0.00 | -32.73 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.01 | 0.01 | 1.99 | 0.05. |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.02 | 0.00 | -16.66 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.01 | 0.00 | -11.07 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.20 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.34 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.01 | 0.00 | 6.82 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.38 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.04 | 0.00 | 14.55 | 0.00*** |
| Dev. uniform) . MXMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | no | -0.21 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . DOUBLE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | arcsinh | -0.38 | 0.18 | -2.08 | 0.04* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT: hetro group 0 | no | -0.00 | 0.07 | -0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group 1 | no | -0.06 | 0.04 | -1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES: hetro group 1 | | 0.02 | 0.02 | 1.27 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | 0.12 | 0.02 | 5.17 | 0.00*** |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group | | -0.04 | 0.02 | -2.22 | 0.03* |
| 1:uniform:sd hetro | | | | | |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -742.4950565055742
--------------------------------------------------------------------------------
bic: 1695.95
--------------------------------------------------------------------------------
MSE: 292.25
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.15 | 0.28 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.12 | 0.15 | 7.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.22 | 0.27 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.34 | 0.32 | -1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.14 | 0.15 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.05 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.03 | -0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.03 | 0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.05 | -0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.00 | 0.37 | -2.70 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.09 | 1.05 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.17 | 0.22 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.47 | 0.21 | 2.25 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.41 | 0.44 | -0.93 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | 0.02 | 0.06 | 0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.04 | 0.02 | -1.95 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.01 | 0.02 | 0.43 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.06 | 0.00 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.16 | 0.10 | -1.58 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.00 | 0.01 | 0.18 | 0.86 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.01 | 0.22 | 0.83 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.00 | 0.00 | 1.28 | 0.20 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.08 | 0.01 | 8.60 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.06 | 0.00 | -38.05 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.00 | 0.00 | 0.38 | 0.70 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.05 | 0.02 | -3.31 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 9.83 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.06 | 0.00 | 17.28 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| SINGLE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.00 | 0.00 | 1.78 | 0.08. |
| Dev. tn_normal) . | | | | | |
| SINGLE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.02 | 0.01 | 1.62 | 0.11 |
| Dev. tn_normal) . | | | | | |
| DOUBLE (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.11 | 0.01 | -19.48 | 0.00*** |
| Dev. triangular) . | | | | | |
| SINGLE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.00 | 0.00 | -4.31 | 0.00*** |
| Dev. triangular) . | | | | | |
| DOUBLE (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.00 | 0.01 | 0.47 | 0.64 |
| Dev. triangular) . | | | | | |
| GRADEBR (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.08 | 0.00 | 39.70 | 0.00*** |
| Dev. uniform) . SINGLE | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.01 | 1.23 | 0.22 |
| Dev. uniform) . DOUBLE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.00 | 3.27 | 0.00*** |
| Dev. uniform) . GRADEBR | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -0.99 | 0.32 |
| Dev. uniform) . MIGRADE | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 3.45 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -729.1671556654202
--------------------------------------------------------------------------------
bic: 1635.43
--------------------------------------------------------------------------------
MSE: 185.46
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.25 | 0.38 | -0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.02 | 0.00 | -5.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.60 | 0.40 | -1.50 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.08 | 0.09 | -0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.07 | 0.05 | -1.46 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.01 | 0.06 | -0.12 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.34 | 0.16 | 2.16 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.04 | 0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.01 | 0.02 | 0.30 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.40 | 0.20 | -1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.24 | 0.36 | -3.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.14 | 0.09 | 1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.04 | -1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.25 | 0.14 | 1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.02 | 3.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.99 | 0.08 | 12.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.01 | 0.03 | 0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.03 | 0.99 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | -0.07 | 0.00 | -35.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.06 | 0.00 | -28.48 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.06 | 0.00 | -30.90 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.21 | 0.01 | -24.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.32 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.01 | 0.00 | 8.86 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.51 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.35 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | arcsinh | 0.32 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TANGENT: hetro | arcsinh | -0.09 | 0.09 | -1.07 | 0.29 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | no | -0.19 | 0.09 | -2.16 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | | 0.17 | 0.06 | 2.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: TANGENT: hetro | | 0.05 | 0.01 | 5.80 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -763.4053821356332
--------------------------------------------------------------------------------
bic: 1698.01
--------------------------------------------------------------------------------
MSE: 391.50
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.09 | 0.36 | -3.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.31 | 0.12 | -2.66 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.11 | 0.27 | 0.41 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.04 | 2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.03 | 1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.60 | 0.26 | -2.35 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.05 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.69 | 0.13 | -13.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.40 | 0.08 | 5.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | -0.03 | 0.03 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.02 | 0.26 | -0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.57 | 0.34 | -1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.04 | 2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.09 | 0.07 | -1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.49 | 0.12 | 4.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.10 | 0.18 | -0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.22 | 0.20 | 1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.07 | 0.12 | 0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.00 | 0.00 | -0.00 | 1.00 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.00 | 0.01 | -0.04 | 0.97 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.00 | 0.00 | -2.40 | 0.02* |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | -0.00 | 0.00 | -0.15 | 0.88 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.00 | 0.00 | -0.62 | 0.54 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.66 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.29 | 0.05 | -5.47 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.00 | 0.00 | -0.61 | 0.54 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.59 | 0.01 | 47.38 | 0.00*** |
| Dev. triangular) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.00 | 0.01 | -0.32 | 0.75 |
| Dev. tn_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | 0.35 | 0.07 | 5.24 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| DOUBLE (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.67 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.8423591545834
--------------------------------------------------------------------------------
bic: 1677.17
--------------------------------------------------------------------------------
MSE: 653.04
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.91 | 0.78 | -1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 1.14 | 0.13 | 8.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.20 | 0.10 | -2.12 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.60 | 0.18 | 3.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.01 | 0.07 | -0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.02 | -0.93 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.05 | 4.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.60 | 0.11 | -5.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.12 | 0.03 | -3.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.22 | 0.06 | -3.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.31 | 0.20 | 1.58 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.00 | 0.00 | -1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.01 | -0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.14 | 0.14 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.59 | 0.12 | 4.78 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.01 | 0.01 | -1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.38 | 0.01 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | -0.02 | 0.00 | -21.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.01 | 0.00 | 8.15 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.12 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.01 | 0.00 | 8.70 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.00 | 0.00 | -11.48 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.01 | 0.00 | 5.19 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.51 | 0.01 | 48.75 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.04 | 0.00 | 10.72 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.00 | 0.00 | 3.55 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | -0.68 | 0.01 | -50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.01 | 0.00 | 15.25 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | no | -0.03 | 0.00 | -23.58 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | log | -0.43 | 0.18 | -2.42 | 0.02* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -2.26 | 0.25 | -9.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | | 0.07 | 0.03 | 2.12 | 0.03* |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -747.4444034581331
--------------------------------------------------------------------------------
bic: 1670.09
--------------------------------------------------------------------------------
MSE: 370.59
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.56 | 0.13 | -4.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.27 | 0.12 | 11.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.06 | 0.09 | 0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -1.09 | 0.10 | -10.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.31 | 0.19 | -1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.00 | 0.09 | -11.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.30 | 0.12 | 2.52 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.06 | 0.10 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.03 | 1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.17 | 0.07 | 2.56 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.06 | -0.65 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.23 | 0.14 | -1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.04 | 0.11 | -0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.07 | 0.11 | 0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.24 | 0.11 | 2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.06 | 0.31 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.08 | 1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.00 | 0.00 | 0.08 | 0.94 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.00 | 0.00 | 0.19 | 0.85 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -0.30 | 0.77 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.00 | 0.01 | -0.34 | 0.74 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.00 | 0.01 | -0.25 | 0.81 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.00 | 0.00 | 0.21 | 0.84 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.00 | 0.01 | -0.23 | 0.82 |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.00 | 0.00 | 0.23 | 0.82 |
| Dev. normal) . PEAKHR | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.00 | 0.00 | 0.56 | 0.57 |
| normal) . PEAKHR (Std. | | | | | |
| Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.00 | 0.01 | -0.02 | 0.99 |
| normal) . MEDWIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | arcsinh | 0.47 | 0.10 | 4.58 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | arcsinh | 0.05 | 0.04 | 1.22 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | -0.00 | 0.06 | -0.00 | 1.00 |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.11 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -743.2177131545702
--------------------------------------------------------------------------------
bic: 1655.14
--------------------------------------------------------------------------------
MSE: 6412.65
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.22 | 0.31 | -7.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.38 | 0.14 | 10.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.18 | 0.10 | -1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.34 | 0.13 | 2.69 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.09 | 0.06 | -1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.00 | 0.02 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.06 | 0.03 | -1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.01 | 1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.08 | 0.25 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.12 | 0.11 | 1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.04 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.30 | 0.16 | -1.90 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.02 | 0.02 | -1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.09 | 0.07 | 1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.29 | 0.13 | -2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.00 | 0.24 | -0.00 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -1.61 | 0.17 | -9.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.02 | 0.21 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.08 | 0.00 | 40.06 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.01 | 0.00 | 3.63 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.01 | 0.00 | 5.50 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.00 | 0.00 | -7.79 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.09 | 0.01 | -17.75 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.13 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 1.18 | 0.01 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.47 | 0.01 | 50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.09 | 0.00 | -43.86 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.08 | 0.01 | -14.74 | 0.00*** |
| normal) . INCLANES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -1.06 | 0.01 | -50.00 | 0.00*** |
| Dev. normal) . INCLANES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.78 | 0.01 | -50.00 | 0.00*** |
| Dev. normal) . WIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -763.4540478524252
--------------------------------------------------------------------------------
bic: 1718.19
--------------------------------------------------------------------------------
MSE: 277.74
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.49 | 0.20 | -2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.51 | 0.18 | -2.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | 0.01 | 0.00 | 3.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.03 | 0.08 | 0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.08 | 0.20 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.02 | 2.59 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.03 | 1.68 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.34 | 0.10 | 3.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.93 | 0.16 | -5.75 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.04 | 0.04 | 1.05 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.44 | 0.15 | 2.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.10 | 0.06 | 1.61 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 1.77 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.01 | 0.01 | -1.39 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -1.19 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.75 | 0.22 | -3.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.17 | 0.10 | -1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.76 | 0.05 | 15.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.40 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | -0.01 | 0.00 | -15.15 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.08 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.03 | 0.01 | -4.50 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.00 | 0.00 | 1.15 | 0.25 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.00 | 0.00 | 27.29 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -0.79 | 0.43 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.46 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.56 | 0.01 | 50.00 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.03 | 0.00 | 26.35 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.23 | 0.01 | 33.71 | 0.00*** |
| triangular) . DECLANES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.32 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | no | -0.04 | 0.00 | -10.74 | 0.00*** |
| Dev. lm_normal) . URB | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | no | 0.07 | 0.02 | 3.42 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE: hetro group 0 | arcsinh | 0.00 | 0.02 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.45 | 0.08 | -5.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | -0.07 | 0.01 | -9.03 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -749.4032632817084
--------------------------------------------------------------------------------
bic: 1673.40
--------------------------------------------------------------------------------
MSE: 679.63
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.83 | 0.91 | -0.91 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.19 | 0.02 | 11.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.37 | 0.19 | -1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.00 | 0.06 | -0.03 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.43 | 0.12 | 3.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.24 | 0.10 | -2.44 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.02 | 0.02 | 1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.02 | 1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.55 | 0.29 | -5.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.24 | 0.19 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | -0.07 | 0.24 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.21 | 0.08 | 2.69 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.19 | 0.07 | 2.69 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.32 | 0.11 | -2.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.16 | 0.11 | 1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.04 | 0.03 | 1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.34 | 0.24 | -1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.04 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.06 | 0.00 | 24.53 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.05 | 0.00 | -27.27 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.10 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.15 | 0.00 | 33.49 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.01 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.08 | 0.00 | -35.80 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.05 | 0.00 | 38.38 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.01 | 0.00 | -2.75 | 0.01* |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.05 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.06 | 0.01 | 12.37 | 0.00*** |
| Dev. tn_normal) . FC | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.08 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) . FC | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.00 | 0.00 | 2.23 | 0.03* |
| Dev. lm_normal) . | | | | | |
| SINGLE (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -763.0646807695987
--------------------------------------------------------------------------------
bic: 1707.23
--------------------------------------------------------------------------------
MSE: 268.47
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -3.72 | 0.81 | -4.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.08 | 0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.00 | 0.02 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.02 | 0.07 | 0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.04 | 1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.08 | 0.15 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.03 | -0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.01 | 0.04 | -0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.27 | 0.30 | -0.89 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.15 | 0.17 | 6.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.32 | 0.19 | -1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.28 | 0.15 | -1.83 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.06 | 0.08 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.11 | 0.20 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.02 | 0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.05 | 0.02 | -2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.13 | 0.31 | -0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.02 | 0.05 | 0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.00 | 0.01 | -0.02 | 0.98 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.00 | 0.00 | 0.17 | 0.87 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.56 | 0.02 | 32.03 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.00 | 0.00 | 1.97 | 0.05. |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.00 | 0.01 | 0.09 | 0.92 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.00 | 0.00 | 2.47 | 0.01* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -2.67 | 0.01* |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | -0.01 | 0.01 | -1.29 | 0.20 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.00 | 0.00 | -1.54 | 0.13 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | 0.00 | 0.00 | 0.55 | 0.58 |
| Dev. lm_normal) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | 0.18 | 0.29 | 0.63 | 0.53 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC: hetro group 0 | no | -0.06 | 0.08 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | -0.00 | 0.06 | -0.04 | 0.97 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.48 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -769.6430842935712
--------------------------------------------------------------------------------
bic: 1697.70
--------------------------------------------------------------------------------
MSE: 657.80
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.78 | 0.76 | -1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.52 | 0.16 | -3.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.50 | 0.17 | 2.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -2.05 | 0.22 | -9.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.38 | 0.11 | -3.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.13 | 0.06 | -2.33 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.41 | 0.18 | -2.26 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.26 | 0.13 | 1.95 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -0.95 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.17 | 0.03 | 6.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.00 | 0.01 | -0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.08 | 0.06 | -1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.01 | 0.02 | 0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.63 | 0.12 | 5.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.31 | 0.09 | 3.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.06 | 1.27 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.00 | 0.00 | -1.96 | 0.05. |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | -0.01 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.00 | 0.00 | 2.43 | 0.02* |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.02 | 0.00 | 49.59 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.00 | 1.52 | 0.13 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.42 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.13 | 0.00 | 36.76 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.07 | 0.01 | -12.46 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.36 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| DOUBLE (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.29 | 0.00 | -50.00 | 0.00*** |
| uniform) . DOUBLE (Std. | | | | | |
| Dev. tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.21 | 0.01 | -25.76 | 0.00*** |
| uniform) . GRADEBR | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -771.3375743627304
--------------------------------------------------------------------------------
bic: 1711.38
--------------------------------------------------------------------------------
MSE: 1373.72
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.76 | 0.35 | -2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.10 | 0.04 | 2.82 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.15 | 0.09 | -1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.05 | -1.75 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.08 | 0.10 | 0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.06 | 0.01 | 4.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.44 | 0.16 | -2.78 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.12 | 0.05 | 2.22 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.56 | 0.06 | 8.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.03 | 0.02 | -1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.10 | 0.18 | -0.58 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.19 | 0.10 | -1.95 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.10 | 0.01 | 9.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.05 | -0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.07 | 0.07 | 1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.09 | 0.03 | 2.60 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -3.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.57 | 0.07 | -8.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.19 | 0.11 | 1.73 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.10 | 0.00 | 31.82 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.03 | 0.00 | 32.09 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.03 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.13 | 0.00 | 41.41 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.02 | 0.00 | 20.80 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.01 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.02 | 0.00 | -15.09 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.52 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.01 | 0.01 | 1.60 | 0.11 |
| Dev. uniform) . MINRAD | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -751.2475404140087
--------------------------------------------------------------------------------
bic: 1700.17
--------------------------------------------------------------------------------
MSE: 225.42
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.16 | 0.80 | -0.21 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.32 | 0.18 | -1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.16 | 0.49 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.02 | 3.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.26 | 0.35 | -0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.12 | 0.15 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.00 | 0.07 | 0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.43 | 0.17 | 2.55 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.03 | 0.10 | 0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.08 | 0.08 | 1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.03 | 0.02 | 1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.05 | 0.02 | 2.44 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.35 | 0.05 | 6.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.30 | 0.10 | 3.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.28 | 0.15 | -1.79 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.16 | 0.28 | 0.56 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.84 | 0.59 | -1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -1.14 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.55 | 0.09 | 6.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.26 | 0.23 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.04 | 1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.48 | 0.09 | -5.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.15 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.15 | 0.00 | 39.94 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.04 | 0.00 | -22.46 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 3.02 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.30 | 0.01 | -26.36 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.02 | 0.02 | 1.21 | 0.23 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.05 | 0.00 | -11.88 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 10.63 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.31 | 0.02 | -17.90 | 0.00*** |
| Dev. uniform) . GRADEBR | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.05 | 0.00 | -14.50 | 0.00*** |
| Dev. uniform) . GRADEBR | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.20 | 0.01 | 34.56 | 0.00*** |
| Dev. uniform) . ACCESS | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.03 | 0.00 | -6.37 | 0.00*** |
| Dev. triangular) . | | | | | |
| GRADEBR (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.05 | 0.00 | 16.18 | 0.00*** |
| Dev. triangular) . | | | | | |
| ACCESS (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.05 | 0.00 | 28.17 | 0.00*** |
| Dev. triangular) . | | | | | |
| MEDWIDTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -742.4005985003195
--------------------------------------------------------------------------------
bic: 1621.64
--------------------------------------------------------------------------------
MSE: 332.49
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.99 | 0.56 | -1.79 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.08 | 0.10 | -0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.13 | 0.04 | -3.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.07 | 0.24 | -0.30 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.10 | 0.03 | 3.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.15 | 0.06 | 2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | -0.02 | 0.09 | -0.21 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.03 | 0.08 | 12.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.02 | 1.12 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.02 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.92 | 0.09 | -21.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.28 | 0.11 | -2.42 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.21 | 0.21 | 1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.26 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.05 | 0.00 | -19.84 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -3.74 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.04 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.07 | 0.00 | 25.64 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.75 | 0.01 | -50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.00 | 0.00 | 2.05 | 0.04* |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | no | 0.01 | 0.00 | 3.15 | 0.00*** |
| Dev. tn_normal) . URB | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | no | -0.01 | 0.00 | -3.38 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN: hetro group 0 | | -0.00 | 0.04 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | -0.01 | 0.00 | -8.74 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -759.4887823556663
--------------------------------------------------------------------------------
bic: 1679.39
--------------------------------------------------------------------------------
MSE: 1103.00
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.40 | 0.27 | -1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.30 | 0.10 | -2.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.04 | 0.12 | 0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.39 | 0.14 | 2.68 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.23 | 0.12 | -1.99 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.09 | 0.04 | -2.10 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.42 | 0.22 | 1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.23 | 0.22 | 1.03 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.08 | 0.08 | 1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.03 | 2.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.41 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.54 | 0.21 | -2.58 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.75 | 0.24 | -7.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.13 | 0.10 | -1.30 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.09 | 0.07 | -1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.97 | 0.15 | 6.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.00 | 0.02 | -0.00 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.24 | 0.08 | 2.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.02 | 0.05 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.01 | 0.09 | -0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.09 | 0.00 | 37.16 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.09 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.41 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.04 | 0.00 | 18.89 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.02 | 0.00 | 4.17 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | no | 0.11 | 0.01 | 10.38 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| SINGLE (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | no | -0.15 | 0.08 | -1.99 | 0.05. |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | 0.06 | 0.04 | 1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | | -0.06 | 0.03 | -2.37 | 0.02* |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -742.5231051067569
--------------------------------------------------------------------------------
bic: 1658.75
--------------------------------------------------------------------------------
MSE: 342.60
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.12 | 0.19 | -0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.19 | 0.12 | -1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.06 | 0.08 | 0.70 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.12 | 0.11 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.04 | -0.02 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.03 | 3.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.02 | -1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.00 | 0.02 | -0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.24 | 0.06 | 3.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.11 | 0.07 | 1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.01 | -0.12 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.97 | 0.12 | 8.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.21 | 0.11 | -1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.02 | 1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.16 | 0.16 | -1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.26 | 0.06 | -4.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.08 | 0.08 | 1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.20 | 0.12 | -1.77 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.04 | 0.01 | -6.12 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.63 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.00 | 0.00 | 2.20 | 0.03* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.04 | 0.00 | -25.78 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.10 | 0.00 | -33.10 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.05 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | arcsinh | 0.06 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . GRADEBR | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | arcsinh | -0.44 | 0.30 | -1.46 | 0.14 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED: hetro group 0 | no | -0.62 | 0.22 | -2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN: hetro group 0 | no | -0.00 | 0.05 | -0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | 0.05 | 0.03 | 1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | 0.01 | 0.01 | 1.34 | 0.18 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -765.0238008594139
--------------------------------------------------------------------------------
bic: 1700.75
--------------------------------------------------------------------------------
MSE: 12613.07
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.24 | 0.81 | -0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.62 | 0.17 | -3.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | 0.00 | 0.00 | 0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.11 | 0.04 | 3.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.03 | 2.56 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.33 | 0.04 | 8.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.58 | 0.13 | -4.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.02 | 0.02 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.33 | 0.14 | -2.44 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.75 | 0.31 | -2.43 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.04 | 0.05 | 0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.50 | 0.13 | -3.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.04 | 0.09 | -0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.27 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.00 | 0.00 | 1.05 | 0.29 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.04 | 0.00 | -15.13 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.03 | 0.00 | 15.31 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.09 | 0.00 | 21.13 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.01 | 0.00 | 2.23 | 0.03* |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.75 | 0.01 | 50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.04 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | sqrt | 0.01 | 0.00 | 22.53 | 0.00*** |
| Dev. tn_normal) . URB | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | no | -0.21 | 0.21 | -0.99 | 0.33 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | no | 0.02 | 0.05 | 0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF: hetro group 0 | arcsinh | 0.06 | 0.03 | 2.31 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT: hetro group 0 | | -0.08 | 0.08 | -1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | | 0.11 | 0.02 | 5.37 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.8656569494647
--------------------------------------------------------------------------------
bic: 1661.54
--------------------------------------------------------------------------------
MSE: 232.21
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.49 | 0.52 | -0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.98 | 0.14 | 7.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.21 | 0.23 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.15 | 0.28 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.21 | 0.20 | -1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.09 | 0.09 | -0.93 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.11 | 0.27 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.07 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.05 | 1.50 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.01 | 0.11 | 0.06 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.34 | 0.26 | -1.30 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.68 | 0.27 | -6.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.11 | 0.13 | 0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.07 | 0.08 | -0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.03 | 2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.26 | 0.14 | -1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.03 | -0.26 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.24 | 0.31 | 0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.13 | 0.11 | 1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.28 | 0.78 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.22 | 0.03 | 8.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -0.13 | 0.90 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.00 | 0.01 | -0.08 | 0.93 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.00 | 0.01 | 0.32 | 0.75 |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.00 | 0.01 | -0.12 | 0.91 |
| lm_normal) . PEAKHR | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | arcsinh | 0.03 | 0.26 | 0.12 | 0.90 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | arcsinh | 0.02 | 0.03 | 0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | no | 0.25 | 0.10 | 2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | | -0.00 | 0.02 | -0.00 | 1.00 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.28 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -763.2805050046702
--------------------------------------------------------------------------------
bic: 1684.98
--------------------------------------------------------------------------------
MSE: 11773.64
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -3.13 | 0.19 | -16.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.10 | 0.04 | -2.61 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.29 | 0.19 | -1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.18 | 0.10 | -1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | -0.15 | 0.13 | -1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.05 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.02 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.06 | 0.01 | -7.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.32 | 0.12 | -2.66 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.38 | 0.13 | -2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.07 | 0.05 | -1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.29 | 0.03 | 10.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.29 | 0.10 | 2.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.04 | 0.09 | 0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.31 | 0.01 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.33 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.14 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.20 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.36 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.23 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.43 | 0.01 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.19 | 0.01 | -15.85 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | sqrt | -0.60 | 0.01 | -50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: ADTLANE: hetro | no | -0.01 | 0.00 | -3.53 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | | 0.25 | 0.05 | 5.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: ADTLANE: hetro | | 0.01 | 0.00 | 6.71 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -762.9481863662893
--------------------------------------------------------------------------------
bic: 1691.71
--------------------------------------------------------------------------------
MSE: 1671.54
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.25 | 0.23 | -1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.13 | 0.03 | 4.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.04 | 0.03 | -1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.46 | 0.11 | -4.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.20 | 0.11 | -1.77 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.04 | 0.04 | 0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.14 | 0.22 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.06 | 0.13 | -0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.04 | 0.02 | 2.54 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.03 | 1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.14 | 0.18 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.06 | 1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.02 | 0.00 | -3.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.02 | 3.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.57 | 0.10 | -5.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.39 | 0.12 | 3.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.21 | 0.07 | -3.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.05 | 0.02 | 2.81 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.41 | 0.08 | 5.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.00 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.01 | 0.00 | -12.05 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.02 | 0.00 | 47.12 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.07 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.35 | 0.01 | -45.22 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.26 | 0.01 | -33.64 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.01 | 0.00 | 12.05 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.11 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.06 | 0.00 | 18.04 | 0.00*** |
| Dev. normal) . GRADEBR | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -788.4621771889193
--------------------------------------------------------------------------------
bic: 1751.52
--------------------------------------------------------------------------------
MSE: 313.51
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.11 | 1.04 | 0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.26 | 0.07 | -3.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.14 | 0.06 | -2.44 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.06 | 0.39 | 0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | -0.03 | 0.39 | -0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.03 | 3.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.12 | 0.05 | 2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.08 | 0.02 | 3.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.08 | 0.04 | 1.93 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.24 | 0.11 | 2.27 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.10 | 0.06 | -1.54 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.01 | 0.03 | 0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.34 | 0.22 | 1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.01 | 0.13 | -0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | 0.31 | 0.21 | 1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.10 | 0.12 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.06 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.74 | 0.34 | -2.17 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.55 | 0.10 | -5.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.24 | 0.46 | -0.52 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.66 | 0.06 | 10.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.01 | 0.00 | -3.44 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.32 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.01 | 0.00 | 4.16 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.02 | 0.00 | 19.59 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.01 | 0.01 | -2.74 | 0.01* |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.05 | 0.00 | -28.47 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.11 | 0.00 | 34.05 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.02 | 0.00 | -7.43 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.01 | 0.01 | 1.96 | 0.05. |
| Dev. normal) . SPEED | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -771.7716126480816
--------------------------------------------------------------------------------
bic: 1720.64
--------------------------------------------------------------------------------
MSE: 247.95
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.06 | 0.77 | -0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.61 | 0.38 | -1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.28 | 0.13 | -2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.09 | 0.36 | -0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.19 | 0.21 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.01 | 0.11 | -0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.56 | 0.07 | 8.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.05 | 0.08 | 0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.16 | 0.26 | 0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | -0.02 | 0.03 | -0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.07 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.08 | 0.03 | 3.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.77 | 0.45 | -1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.32 | 0.10 | -3.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.01 | 0.11 | -0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.21 | 0.17 | -1.24 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.01 | 0.06 | -0.20 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.05 | 0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | -0.26 | 0.00 | -50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.01 | 0.00 | 2.92 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.05 | 0.00 | -26.06 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.02 | 0.01 | 2.07 | 0.04* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.68 | 0.03 | 21.77 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.09 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.05 | 0.00 | -12.90 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.07 | 0.00 | -34.57 | 0.00*** |
| Dev. lm_normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.12 | 0.00 | 24.18 | 0.00*** |
| Dev. uniform) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | arcsinh | 0.22 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . DOUBLE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | arcsinh | 0.51 | 0.23 | 2.22 | 0.03* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT: hetro group 0 | | 0.17 | 0.12 | 1.43 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | 0.16 | 0.05 | 3.35 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -779.8553361904522
--------------------------------------------------------------------------------
bic: 1729.91
--------------------------------------------------------------------------------
MSE: 3803.54
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.77 | 0.21 | -3.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.34 | 0.12 | -2.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.10 | 0.04 | -2.41 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | 0.11 | 0.14 | 0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.33 | 0.14 | 2.44 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | -0.02 | 0.09 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.62 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.22 | 0.02 | 8.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.07 | 0.13 | 0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | 0.03 | 0.02 | 1.39 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.05 | -0.18 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.10 | 0.02 | 4.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.36 | 0.19 | -1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.04 | 1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.08 | 1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.31 | 0.10 | 3.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.07 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.19 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.00 | 0.00 | 0.63 | 0.53 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.02 | 0.00 | -5.29 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.03 | 0.00 | -21.66 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.13 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.33 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.03 | 0.00 | 22.09 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.00 | 0.00 | -1.25 | 0.21 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | no | 0.12 | 0.00 | 27.77 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | arcsinh | -0.01 | 0.03 | -0.40 | 0.69 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED: hetro group 0 | | -1.84 | 0.10 | -17.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | 0.10 | 0.01 | 9.72 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -753.9426687299732
--------------------------------------------------------------------------------
bic: 1661.01
--------------------------------------------------------------------------------
MSE: 518.35
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.82 | 0.75 | -2.42 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.24 | 0.16 | 7.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.20 | 0.22 | 0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -1.78 | 0.36 | -5.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.11 | 0.11 | 0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.02 | 0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.37 | 0.22 | 1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.09 | 0.05 | -1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.17 | 0.11 | 1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.09 | 0.27 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.06 | 0.21 | 0.30 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.12 | 0.09 | 1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.02 | 0.21 | 0.84 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | 0.00 | 0.00 | 0.22 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -0.97 | 0.33 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.12 | 0.01 | -21.72 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.00 | 0.02 | -0.20 | 0.84 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.00 | 0.01 | -0.73 | 0.47 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.00 | 0.01 | -0.28 | 0.78 |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.00 | 0.01 | 0.29 | 0.77 |
| Dev. uniform) . SINGLE | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.00 | 0.01 | -0.14 | 0.89 |
| triangular) . SINGLE | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.01 | 0.01 | 0.63 | 0.53 |
| triangular) . PEAKHR | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TANGENT: hetro | arcsinh | -0.01 | 0.15 | -0.09 | 0.92 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | no | 0.01 | 0.05 | 0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| main: TANGENT: hetro | | 0.00 | 0.16 | 0.01 | 0.99 |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.10 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -754.1740487205485
--------------------------------------------------------------------------------
bic: 1654.08
--------------------------------------------------------------------------------
MSE: 238.71
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.64 | 0.48 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.10 | 0.27 | 0.38 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.17 | 0.18 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.06 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.03 | 0.06 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.11 | 0.31 | -0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.05 | 0.11 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.26 | 0.41 | -3.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.01 | 0.04 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.03 | 0.08 | -0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.79 | 0.36 | -2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.02 | 0.10 | -0.17 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.22 | 0.19 | 1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.11 | 1.39 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.10 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.05 | 0.12 | 8.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.11 | 0.30 | -0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.02 | 0.00 | 6.68 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.00 | 0.00 | -0.04 | 0.97 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.03 | 0.01 | -5.14 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.08 | 0.00 | -20.02 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -0.28 | 0.78 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.11 | 0.01 | 11.20 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.03 | 0.00 | 9.91 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | -0.12 | 0.01 | -13.60 | 0.00*** |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.22 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -730.684656105622
--------------------------------------------------------------------------------
bic: 1632.07
--------------------------------------------------------------------------------
MSE: 198.41
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.06 | 0.51 | -0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.24 | 0.12 | 10.59 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.04 | 0.04 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.03 | -1.14 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.18 | 0.17 | -1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.01 | 0.12 | 0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.05 | 3.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.34 | 0.10 | 3.48 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.60 | 0.13 | -4.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.03 | 2.35 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.23 | 0.08 | -2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.21 | 0.17 | -6.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.30 | 0.08 | -3.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.07 | 1.36 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.01 | -0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.23 | 0.09 | -2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.01 | 0.08 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.60 | 0.01 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.03 | 0.00 | -44.20 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.06 | 0.00 | 12.85 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.04 | 0.00 | 23.74 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.00 | 0.00 | -1.18 | 0.24 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -2.38 | 0.02* |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.69 | 0.01 | 46.55 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.07 | 0.00 | -33.39 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | arcsinh | -0.01 | 0.01 | -2.66 | 0.01* |
| Dev. normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | no | 0.26 | 0.18 | 1.44 | 0.15 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | -0.01 | 0.04 | -0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | -0.14 | 0.04 | -3.95 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -760.2158784457896
--------------------------------------------------------------------------------
bic: 1695.53
--------------------------------------------------------------------------------
MSE: 304.83
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.65 | 0.39 | -1.68 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.00 | 0.17 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.17 | 0.07 | -2.24 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.95 | 0.42 | -2.27 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.13 | 0.04 | -3.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.03 | 0.20 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.42 | 0.14 | -3.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.45 | 0.21 | 2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.02 | 0.02 | 1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.32 | 0.34 | -3.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.17 | 0.10 | 1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.15 | 0.06 | -2.38 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.13 | 0.18 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.20 | 0.10 | -2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.61 | 0.16 | 3.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.11 | 0.08 | 1.36 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.03 | 1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.05 | 2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.17 | 0.05 | 3.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.12 | 0.15 | 7.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.09 | 0.09 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.05 | 0.00 | 32.54 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.02 | 0.00 | 4.56 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.03 | 0.00 | 14.62 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.08 | 0.00 | 42.63 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.14 | 0.00 | -31.39 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.02 | 0.00 | -13.46 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.07 | 0.01 | -9.51 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.03 | 0.00 | 18.47 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.01 | 0.01 | 2.08 | 0.04* |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -739.4175342848632
--------------------------------------------------------------------------------
bic: 1655.93
--------------------------------------------------------------------------------
MSE: 274.41
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.26 | 0.39 | -3.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.04 | 0.12 | 8.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.55 | 0.26 | 2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.08 | 0.20 | -0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.39 | 0.20 | -1.93 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.27 | 0.23 | 1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | -0.02 | 0.08 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.05 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.10 | 0.10 | 1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.11 | 0.09 | -1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.03 | 0.04 | -0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.07 | 2.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.25 | 0.33 | -0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.39 | 0.14 | -2.81 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.01 | 0.08 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.27 | 0.24 | -1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.55 | 0.10 | -5.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.30 | 0.08 | -3.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.13 | 0.08 | 1.73 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.36 | 0.37 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.13 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | -0.66 | 0.01 | -50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.03 | 0.00 | -8.84 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.07 | 0.01 | -10.32 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.00 | 0.00 | 1.25 | 0.21 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.06 | 0.00 | 13.41 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.04 | 0.00 | 10.63 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.01 | 0.00 | 13.27 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.03 | 0.00 | -23.56 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -766.2354465022192
--------------------------------------------------------------------------------
bic: 1696.28
--------------------------------------------------------------------------------
MSE: 233.77
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.72 | 0.33 | -2.19 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.04 | 0.03 | 1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.29 | 0.14 | 2.11 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.06 | -0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.06 | 0.01 | 3.75 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.40 | 0.17 | -2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -1.36 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -1.00 | 0.26 | -3.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 3.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.15 | 0.24 | -0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.44 | 0.06 | 7.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.01 | 0.03 | 0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.06 | 0.04 | 1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.57 | 0.07 | -8.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.48 | 0.05 | 8.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.10 | 0.08 | 1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | -0.13 | 0.00 | -30.66 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 3.87 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.11 | 0.00 | 26.12 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.11 | 0.00 | 26.07 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.02 | 0.00 | -22.91 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.00 | 0.00 | 2.34 | 0.02* |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.07 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.09 | 0.01 | -15.04 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.16 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | no | 0.06 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | no | 0.03 | 0.13 | 0.20 | 0.84 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC: hetro group 0 | | -0.01 | 0.04 | -0.35 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | | 0.08 | 0.02 | 3.32 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -765.881403974771
--------------------------------------------------------------------------------
bic: 1677.00
--------------------------------------------------------------------------------
MSE: 483.52
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.26 | 0.28 | -0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.19 | 0.02 | 12.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.22 | 0.22 | -1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | 0.00 | 0.00 | 0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 3.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.51 | 0.16 | -3.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.07 | 0.06 | -1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.02 | 0.13 | 0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.24 | 0.24 | 0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.45 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.01 | 0.02 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.49 | 0.21 | -2.30 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.02 | 0.01 | -1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.08 | 0.03 | 2.51 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.39 | 0.13 | -3.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.24 | 0.08 | 3.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.74 | 0.02 | 45.04 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.01 | 0.00 | -37.23 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.01 | 0.00 | -12.61 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.91 | 0.01 | 50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.05 | 0.00 | 12.30 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | no | -0.16 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) . URB | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | no | 0.18 | 0.17 | 1.05 | 0.29 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | arcsinh | -0.00 | 0.04 | -0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.34 | 0.10 | -3.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | | -0.02 | 0.04 | -0.50 | 0.61 |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.4538111229515
--------------------------------------------------------------------------------
bic: 1666.11
--------------------------------------------------------------------------------
MSE: 220.06
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.25 | 0.63 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.01 | 0.03 | 0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.06 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.12 | 0.11 | 1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.03 | 0.61 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.15 | 0.25 | -0.58 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.29 | 0.31 | -4.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.09 | 1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.29 | 0.10 | 2.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.94 | 0.15 | 6.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.15 | 0.15 | -0.95 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.13 | 0.23 | -0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.03 | 1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.07 | 0.12 | -0.61 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.26 | 0.14 | -1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.10 | 0.06 | -1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.03 | 0.30 | -0.11 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.00 | 0.00 | -0.35 | 0.73 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | -0.13 | 0.02 | -6.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.00 | 0.00 | -0.09 | 0.93 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.00 | 0.01 | -0.16 | 0.87 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.01 | -0.06 | 0.95 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.00 | 0.00 | 1.62 | 0.11 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.04 | 0.00 | 9.42 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.00 | 0.00 | -0.49 | 0.63 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.00 | 0.00 | 0.60 | 0.55 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.09 | 0.01 | -10.87 | 0.00*** |
| Dev. lm_normal) . FC | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.02 | 0.00 | -7.74 | 0.00*** |
| Dev. tn_normal) . FC | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.00 | 0.00 | -0.52 | 0.61 |
| Dev. tn_normal) . | | | | | |
| SINGLE (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.19 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -716.8889118448404
--------------------------------------------------------------------------------
bic: 1610.87
--------------------------------------------------------------------------------
MSE: 478.64
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.76 | 0.42 | -1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.07 | 0.08 | 12.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.16 | 0.20 | -0.82 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.04 | 0.05 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.07 | 0.13 | -0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.05 | 0.02 | 2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.12 | 0.07 | 1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.00 | 0.08 | 0.03 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.06 | -0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.39 | 0.48 | -2.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.00 | 0.05 | 0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.05 | 0.04 | 1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.04 | 0.03 | 1.50 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.17 | 0.12 | -1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.83 | 0.15 | -5.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.10 | 0.08 | 1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.20 | 0.13 | -1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.15 | 0.19 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.02 | 0.00 | 9.25 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 0.28 | 0.03 | 9.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -1.10 | 0.27 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 1.42 | 0.01 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.14 | 0.00 | -46.34 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.49 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.01 | 0.00 | -26.14 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.26 | 0.01 | -36.17 | 0.00*** |
| Dev. triangular) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.31 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.10 | 0.00 | -20.08 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.02 | 0.02 | 0.85 | 0.40 |
| Dev. lm_normal) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.08 | 0.01 | 13.09 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.17 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| DOUBLE (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -775.6681467952071
--------------------------------------------------------------------------------
bic: 1723.15
--------------------------------------------------------------------------------
MSE: 229.23
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.11 | 0.59 | -0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.06 | 0.35 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.53 | 0.26 | 2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.64 | 0.58 | -1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.21 | 0.24 | -0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.08 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.08 | 0.10 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.32 | 0.22 | 1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.11 | 0.03 | 4.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.62 | 0.40 | -1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.19 | 0.23 | -0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.11 | 0.22 | 0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.07 | 0.11 | -0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.05 | 1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.05 | 0.03 | 1.67 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.18 | 0.23 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.47 | 0.13 | 3.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.25 | 0.30 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.04 | 0.10 | 0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.00 | 0.01 | 0.41 | 0.68 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.00 | 0.00 | 0.62 | 0.54 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -0.29 | 0.77 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.00 | 0.01 | -0.32 | 0.75 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | -0.02 | 0.01 | -1.69 | 0.09. |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.00 | 0.01 | 0.07 | 0.95 |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.02 | 0.01 | 1.40 | 0.16 |
| normal) . INCLANES | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | log | -0.68 | 0.54 | -1.26 | 0.21 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | no | 0.04 | 0.06 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | 0.00 | 0.04 | 0.03 | 0.97 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.58 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -797.5161879622952
--------------------------------------------------------------------------------
bic: 1747.55
--------------------------------------------------------------------------------
MSE: 395.83
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.97 | 0.40 | -2.43 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.04 | 0.20 | -0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | 0.01 | 0.08 | 0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.03 | 2.43 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.26 | 0.09 | 2.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.23 | 0.09 | 2.59 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.38 | 0.16 | -2.33 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.10 | 0.04 | 2.34 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.01 | 0.01 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.02 | 0.02 | 0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.13 | 0.13 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.46 | 0.23 | -6.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.71 | 0.07 | 9.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | -0.20 | 0.10 | -2.05 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.06 | 0.00 | 42.02 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.01 | 0.00 | 12.11 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -28.47 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -0.39 | 0.69 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.75 | 0.01 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.23 | 0.00 | -50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.03 | 0.00 | 8.90 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.87 | 0.01 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.25 | 0.00 | 50.00 | 0.00*** |
| normal) . MIMEDSH (Std. | | | | | |
| Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.14 | 0.00 | 33.94 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.12 | 0.01 | 18.73 | 0.00*** |
| Dev. lm_normal) . SPEED | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.29 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.12 | 0.01 | 23.26 | 0.00*** |
| Dev. triangular) . | | | | | |
| SPEED (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.32 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| CURVES (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -762.2470949921247
--------------------------------------------------------------------------------
bic: 1695.20
--------------------------------------------------------------------------------
MSE: 500.81
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.57 | 0.32 | -1.75 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 1.02 | 0.12 | 8.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.14 | 0.10 | -1.36 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 3.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.17 | 0.10 | -1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.04 | 0.05 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.02 | 0.10 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.01 | 0.12 | 0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.39 | 0.18 | -7.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.03 | -2.19 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.06 | 0.19 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.03 | 0.56 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.08 | 0.19 | 0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.04 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.25 | 0.09 | -2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.16 | 0.19 | -0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.20 | 0.08 | 2.38 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.12 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.04 | 0.00 | -9.63 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.03 | 0.00 | 21.48 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.02 | 0.00 | -10.70 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.00 | 0.00 | -0.91 | 0.36 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.07 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -1.39 | 0.17 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.28 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | 0.09 | 0.00 | 40.97 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | no | -0.35 | 0.01 | -41.25 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | no | -0.08 | 0.13 | -0.56 | 0.57 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE: hetro group 0 | | -0.01 | 0.07 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | | -0.10 | 0.02 | -4.88 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -752.9394430222316
--------------------------------------------------------------------------------
bic: 1678.08
--------------------------------------------------------------------------------
MSE: 306.12
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.42 | 0.30 | -1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.05 | 0.17 | 6.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.32 | 0.27 | -1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.02 | 0.07 | 0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.20 | 0.14 | -1.39 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.12 | 0.49 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.14 | 0.26 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.02 | 0.43 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.03 | 3.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.03 | 1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.37 | 0.19 | -1.96 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.45 | 0.30 | -1.50 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.09 | 2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.06 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.00 | 0.51 | -1.95 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.12 | 0.04 | -2.82 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.43 | 0.26 | 1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.16 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.07 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.04 | 0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.15 | 0.08 | 1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.14 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.06 | 0.00 | 44.90 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.01 | 0.00 | 6.55 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.02 | 0.00 | -10.11 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.07 | 0.00 | -16.13 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.00 | 0.00 | -1.48 | 0.14 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.05 | 0.01 | -10.38 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.04 | 0.00 | -26.63 | 0.00*** |
| Dev. uniform) . MIGRADE | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.01 | 0.00 | -3.74 | 0.00*** |
| uniform) . MIGRADE | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.09 | 0.01 | 9.61 | 0.00*** |
| uniform) . MEDWIDTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -749.6009953546968
--------------------------------------------------------------------------------
bic: 1643.44
--------------------------------------------------------------------------------
MSE: 228.51
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -3.16 | 0.32 | -9.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.64 | 0.12 | -5.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.00 | 0.04 | -0.03 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.11 | 0.02 | 4.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.08 | 0.12 | -0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.00 | 0.01 | 0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.08 | -0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.27 | 0.11 | -2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.06 | 1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.22 | 0.05 | 4.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.36 | 0.08 | 4.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.04 | 0.08 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.17 | 0.11 | 10.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.66 | 0.06 | -11.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.07 | 0.09 | -0.70 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.08 | 0.01 | -12.83 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.67 | 0.01 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.12 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.06 | 0.01 | -6.59 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.20 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.12 | 0.01 | 18.88 | 0.00*** |
| Dev. triangular) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | no | -0.47 | 0.01 | -50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| ADTLANE (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | arcsinh | -0.07 | 0.03 | -2.38 | 0.02* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | no | 0.13 | 0.10 | 1.33 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | 0.05 | 0.04 | 1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | | 0.01 | 0.02 | 0.53 | 0.60 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -741.4920237316121
--------------------------------------------------------------------------------
bic: 1658.58
--------------------------------------------------------------------------------
MSE: 303.76
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.37 | 0.62 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.58 | 0.09 | -6.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.04 | -1.05 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.01 | 0.16 | -0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.07 | 0.04 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.02 | 0.05 | 0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.10 | 0.02 | 4.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.04 | 0.10 | 0.41 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.03 | 1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.50 | 0.13 | 3.75 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.31 | 0.08 | -3.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.45 | 0.08 | 5.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.22 | 0.06 | 3.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.35 | 0.19 | -1.83 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.40 | 0.09 | -4.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.82 | 0.27 | -3.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.36 | 0.07 | -4.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.37 | 0.06 | 6.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.04 | 0.00 | -33.63 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.02 | 0.00 | -4.04 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.04 | 0.00 | -22.15 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.03 | 0.00 | 16.20 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.02 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.01 | 0.00 | 5.20 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -3.94 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -1.09 | 0.01 | -50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.00 | 1.77 | 0.08. |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.03 | 0.00 | -11.56 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.56 | 0.01 | 50.00 | 0.00*** |
| Dev. uniform) . SPEED | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.12 | 0.00 | -27.28 | 0.00*** |
| Dev. normal) . SPEED | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.06 | 0.01 | -10.38 | 0.00*** |
| Dev. normal) . ADTLANE | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -779.748486756962
--------------------------------------------------------------------------------
bic: 1717.02
--------------------------------------------------------------------------------
MSE: 249.52
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.40 | 0.15 | -2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.00 | 0.08 | 0.02 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.31 | 0.16 | -1.92 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.06 | 0.07 | 0.91 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.20 | 0.10 | 2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.03 | 1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.48 | 0.22 | -2.17 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.43 | 0.13 | -3.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.50 | 0.13 | 3.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.19 | 0.12 | 1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.03 | -0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.40 | 0.17 | 2.34 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.03 | 0.26 | -0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.45 | 0.20 | -2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.42 | 0.11 | 3.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.07 | 0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.01 | 0.27 | 0.79 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.01 | 0.01 | 1.17 | 0.24 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.00 | 0.00 | 0.04 | 0.97 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.00 | 0.00 | -0.14 | 0.89 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.00 | 0.01 | -0.17 | 0.86 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | -0.39 | 0.18 | -2.20 | 0.03* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED: hetro group 0 | sqrt | -0.55 | 0.15 | -3.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | arcsinh | 0.27 | 0.15 | 1.80 | 0.07. |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 1 | no | 0.06 | 0.05 | 1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | -0.00 | 0.04 | -0.01 | 0.99 |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | -0.00 | 0.04 | -0.02 | 0.99 |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.50 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.5039136133146
--------------------------------------------------------------------------------
bic: 1652.42
--------------------------------------------------------------------------------
MSE: 434.10
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.86 | 1.50 | -1.24 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.13 | 0.21 | 0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.21 | 0.10 | -1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.30 | 0.20 | 1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.01 | 0.01 | -0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.04 | 0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.02 | 0.03 | 0.93 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.02 | 0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.03 | 0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.02 | 0.03 | -0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.67 | 0.13 | -5.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.15 | 0.06 | 2.65 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.57 | 0.19 | -2.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.03 | 3.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.40 | 0.10 | -3.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.03 | -0.83 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.04 | 0.03 | -1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.35 | 0.19 | -1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.34 | 0.19 | 7.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.02 | 0.05 | -0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.20 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.02 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.81 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.00 | 0.00 | 0.29 | 0.77 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.00 | 0.00 | -9.45 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.21 | 0.00 | 49.91 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.00 | 0.01 | -0.12 | 0.90 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.01 | 0.00 | 2.40 | 0.02* |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.06 | 0.01 | -6.31 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -732.4222617170708
--------------------------------------------------------------------------------
bic: 1629.65
--------------------------------------------------------------------------------
MSE: 266.95
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.04 | 0.46 | -2.25 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.04 | -0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.42 | 0.14 | -2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.02 | 0.04 | -0.42 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.06 | 3.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.33 | 0.10 | 3.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.01 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.20 | 0.10 | 11.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.22 | 0.21 | -1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.67 | 0.14 | 4.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.34 | 0.11 | -3.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.11 | 0.15 | 0.70 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.08 | -0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.04 | 0.01 | -4.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.41 | 0.25 | -1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.31 | 0.10 | -3.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.21 | 0.01 | 24.55 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.05 | 0.00 | 14.51 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.05 | 0.00 | -30.16 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.56 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.01 | 0.00 | -11.74 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.00 | 0.46 | 0.65 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.01 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.86 | 0.01 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.03 | 0.00 | 22.79 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | log | -0.21 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | no | -0.93 | 0.24 | -3.93 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | | 0.04 | 0.01 | 3.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | -0.05 | 0.03 | -1.61 | 0.11 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -721.3305456608074
--------------------------------------------------------------------------------
bic: 1617.26
--------------------------------------------------------------------------------
MSE: 5279.33
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.26 | 0.99 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.40 | 0.19 | -2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.05 | 1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.40 | 0.34 | -4.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.10 | -1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.02 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.34 | 0.32 | -1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.43 | 0.11 | 12.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.24 | 0.17 | -1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.00 | 0.00 | -0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.19 | 0.07 | 2.59 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.19 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 0.14 | 0.01 | 16.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.00 | 1.85 | 0.07. |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.01 | 0.00 | -17.33 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.03 | 0.00 | -33.23 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.43 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.08 | 0.01 | 6.17 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -46.57 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.05 | 0.00 | -25.44 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | -0.03 | 0.01 | -4.35 | 0.00*** |
| Dev. triangular) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.01 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.17 | 0.01 | 22.59 | 0.00*** |
| Dev. normal) . INCLANES | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.01 | 0.00 | -23.31 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.04 | 0.01 | 3.06 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | no | 0.07 | 0.01 | 13.25 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| ADTLANE (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | no | 0.04 | 0.03 | 1.07 | 0.29 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT: hetro group 0 | no | -0.00 | 0.03 | -0.03 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | 0.06 | 0.04 | 1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | | 0.10 | 0.03 | 3.12 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -751.0522914402519
--------------------------------------------------------------------------------
bic: 1660.52
--------------------------------------------------------------------------------
MSE: 4993.61
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.01 | 0.57 | -1.77 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.32 | 0.14 | -2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.02 | 0.04 | 0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.02 | 0.25 | 0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.02 | 0.04 | 0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.24 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.06 | 0.02 | 3.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.06 | 0.02 | 3.48 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.59 | 0.14 | -4.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.03 | 1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.45 | 0.15 | 2.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.06 | 0.20 | 0.31 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.03 | 0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.30 | 0.19 | -6.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.04 | 0.12 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.33 | 0.10 | -3.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.50 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.02 | 0.00 | -43.93 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.04 | 0.00 | 23.81 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.02 | 0.01 | -2.54 | 0.01* |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.01 | 0.00 | -3.33 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.04 | 0.00 | -17.48 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.54 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 7.45 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | arcsinh | 0.19 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| DOUBLE (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | no | 0.60 | 0.06 | 9.52 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT: hetro group 0 | no | 0.06 | 0.04 | 1.68 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 0 | | -0.06 | 0.05 | -1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | | -0.20 | 0.03 | -7.64 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -758.2680954230284
--------------------------------------------------------------------------------
bic: 1674.45
--------------------------------------------------------------------------------
MSE: 4877.91
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.07 | 0.40 | -0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.29 | 0.08 | -3.59 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.55 | 0.29 | -1.88 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.41 | 0.07 | 6.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.24 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 2.39 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.31 | 0.07 | -4.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.18 | 0.05 | 3.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.04 | -1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.12 | 0.17 | -0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.03 | 0.02 | 1.46 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.06 | 0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.10 | 0.02 | 5.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.47 | 0.23 | 2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.17 | 0.34 | -3.48 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.15 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.02 | 0.00 | -41.30 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.09 | 0.00 | 34.77 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.05 | 0.00 | -48.02 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.63 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.01 | 0.00 | 14.71 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.47 | 0.01 | -42.07 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.52 | 0.01 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | no | 0.57 | 0.01 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| PEAKHR (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIGRADE: hetro | no | 0.04 | 0.05 | 0.81 | 0.42 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | 0.03 | 0.04 | 0.73 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIGRADE: hetro | | -0.17 | 0.03 | -5.63 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -743.0352838367189
--------------------------------------------------------------------------------
bic: 1651.38
--------------------------------------------------------------------------------
MSE: 315.11
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.34 | 2.63 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.99 | 0.10 | 10.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.07 | 0.68 | -0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.03 | 0.19 | -0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.06 | 0.21 | -0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.31 | 0.26 | -1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.24 | 0.24 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.55 | 0.76 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.52 | 0.23 | 2.23 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.27 | 0.26 | -1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.00 | 0.02 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.00 | 0.04 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.00 | 0.02 | -0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.64 | 0.25 | -2.59 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.22 | 0.08 | 2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.01 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.04 | -1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.03 | 3.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.04 | 0.00 | -11.09 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.16 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.72 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.01 | 0.00 | -10.63 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.00 | 1.28 | 0.20 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.05 | 0.00 | 17.08 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.19 | 0.00 | 44.50 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.01 | 0.00 | 4.60 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.02 | 0.00 | 10.47 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.16 | 0.02 | 9.96 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.01 | 0.00 | -4.62 | 0.00*** |
| Dev. uniform) . FC | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -755.3627854579577
--------------------------------------------------------------------------------
bic: 1644.67
--------------------------------------------------------------------------------
MSE: 433.05
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.33 | 0.20 | -1.63 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.00 | 0.55 | -1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.01 | 0.07 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.03 | 0.04 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.04 | 0.07 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.31 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.64 | 0.63 | -1.03 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.10 | 0.05 | 1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.01 | 0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.33 | 0.08 | 16.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.48 | 0.18 | -2.71 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.15 | 0.02 | 7.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.74 | 0.12 | -5.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.03 | 0.02 | -1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.17 | 0.20 | 0.89 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.30 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.04 | 0.00 | 21.32 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.01 | 0.00 | 11.69 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 1.62 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.00 | 0.00 | 0.85 | 0.40 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | no | 0.04 | 0.00 | 29.75 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | -0.46 | 0.17 | -2.79 | 0.01* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | -0.01 | 0.04 | -0.29 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | -0.22 | 0.02 | -10.61 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -793.9584551807447
--------------------------------------------------------------------------------
bic: 1731.65
--------------------------------------------------------------------------------
MSE: 4871.56
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.35 | 0.85 | -0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.01 | 0.19 | 0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.06 | 0.03 | -2.31 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.97 | 0.44 | -2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.05 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.10 | 0.03 | 3.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.23 | 0.09 | 2.59 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.03 | 0.02 | -1.50 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.04 | 0.15 | -0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.00 | 0.10 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | 0.06 | 0.18 | 0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.29 | 0.11 | 2.60 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.12 | 0.03 | 3.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.67 | 0.08 | 8.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.90 | 0.40 | -2.28 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.60 | 0.19 | -3.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 0.89 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.17 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.04 | 0.00 | 22.67 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.03 | 0.00 | 29.92 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.02 | 0.00 | -8.28 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.06 | 0.00 | 28.38 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.49 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.01 | 0.00 | 21.28 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.06 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . DECLANES | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -732.4423068897536
--------------------------------------------------------------------------------
bic: 1635.59
--------------------------------------------------------------------------------
MSE: 243.92
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.53 | 0.26 | -5.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.02 | 0.22 | -0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.27 | 0.11 | -2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.52 | 0.15 | 3.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.17 | 0.10 | 1.61 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.05 | -0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.12 | 0.02 | 4.81 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.02 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.01 | 0.02 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.11 | 0.05 | 2.30 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.07 | 0.09 | 0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.73 | 0.22 | -3.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.06 | 0.01 | -4.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.61 | 0.12 | -5.22 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.00 | 0.04 | 0.08 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.07 | 0.11 | 10.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.00 | 0.01 | -0.42 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.50 | 0.11 | -4.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.49 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.00 | 0.00 | 3.29 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 0.92 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | 0.02 | 0.00 | 16.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.77 | 0.01 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.00 | 0.00 | -4.20 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.03 | 0.00 | -43.32 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.05 | 0.00 | 25.85 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.20 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | arcsinh | 0.02 | 0.00 | 30.48 | 0.00*** |
| Dev. normal) . GRADEBR | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRDIFF: hetro | no | 0.11 | 0.09 | 1.25 | 0.21 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | 0.03 | 0.04 | 0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRDIFF: hetro | | -0.38 | 0.06 | -5.87 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -768.8461471546427
--------------------------------------------------------------------------------
bic: 1692.71
--------------------------------------------------------------------------------
MSE: 265.65
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.08 | 0.87 | 0.09 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.25 | 0.18 | -1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.20 | 0.21 | 0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.81 | 0.31 | -2.57 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.05 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.08 | 0.10 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.49 | 0.12 | -4.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.05 | 0.06 | 0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.41 | 0.06 | 6.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.16 | 0.10 | 1.54 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.29 | 0.37 | -0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.00 | 0.08 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.06 | 0.02 | 2.72 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.38 | 0.18 | -2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.08 | 0.04 | 2.17 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.02 | 0.01 | -1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.71 | 0.01 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.04 | 0.00 | 13.55 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.01 | 0.00 | -21.98 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.26 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.02 | 0.00 | -9.63 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.01 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | arcsinh | 0.01 | 0.00 | 3.77 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | arcsinh | 0.44 | 0.24 | 1.84 | 0.07. |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR: hetro group 0 | | 0.50 | 0.08 | 6.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | -0.47 | 0.12 | -3.88 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -747.9146222759131
--------------------------------------------------------------------------------
bic: 1654.24
--------------------------------------------------------------------------------
MSE: 281.24
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.33 | 0.54 | -0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.18 | 0.22 | -0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.06 | 0.10 | -0.58 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.45 | 0.11 | -3.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.35 | 0.08 | 4.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.13 | 0.06 | -2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.84 | 0.12 | 7.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.02 | 3.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.02 | 0.02 | 1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.03 | 0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.02 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.04 | -0.03 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.18 | 0.15 | -7.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.23 | 0.07 | 3.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.50 | 0.23 | -2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.08 | 0.18 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.02 | 0.00 | 4.71 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.15 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.00 | 0.00 | 5.77 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.01 | 0.00 | -2.34 | 0.02* |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.01 | 0.00 | 11.20 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.02 | 0.00 | 26.52 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.12 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.04 | 0.00 | -18.97 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.37 | 0.01 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.17 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.28 | 0.01 | -24.75 | 0.00*** |
| Dev. normal) . INCLANES | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -742.5936710317026
--------------------------------------------------------------------------------
bic: 1650.00
--------------------------------------------------------------------------------
MSE: 278.13
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.43 | 1.02 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.60 | 0.14 | 4.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.24 | 0.22 | -1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.12 | 0.07 | -1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.03 | 1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.06 | 0.07 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.19 | 0.16 | -1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.28 | 0.10 | 2.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 1.08 | 0.08 | 14.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.46 | 0.27 | -1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.30 | 0.10 | -2.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.33 | 0.23 | 1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.05 | 0.08 | -0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.23 | 0.10 | -2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.88 | 0.15 | -5.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.03 | 0.08 | 0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.16 | 0.30 | -3.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.01 | 0.00 | 6.05 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | -0.02 | 0.00 | -24.43 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | -0.83 | 0.01 | -50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.02 | 0.00 | -13.58 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.03 | 0.00 | -14.12 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.81 | 0.01 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.05 | 0.00 | 12.21 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.06 | 0.00 | 29.07 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.04 | 0.01 | -3.82 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.45 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.05 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| MIGRADE (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -760.7477548330181
--------------------------------------------------------------------------------
bic: 1712.77
--------------------------------------------------------------------------------
MSE: 426.19
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.49 | 0.25 | -1.92 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.17 | 0.01 | 12.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.89 | 0.14 | -6.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.05 | 0.04 | 1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.03 | 0.06 | 0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.04 | 0.04 | 0.89 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.04 | 0.04 | 1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.27 | 0.10 | 2.64 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.14 | 0.18 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.10 | 0.20 | 0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.13 | 0.10 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.35 | 0.16 | -2.25 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.12 | 0.22 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.36 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.31 | 0.05 | 6.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.11 | 0.06 | -1.88 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.04 | -0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.28 | 0.08 | 3.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.48 | 0.06 | -7.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.00 | 0.00 | 1.46 | 0.15 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.03 | 0.00 | -24.10 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.04 | 0.00 | 9.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.16 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.01 | 0.00 | 4.76 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.03 | 0.00 | -22.25 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.05 | 0.00 | 48.57 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.04 | 0.00 | -18.84 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.01 | 0.00 | 2.57 | 0.01* |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.20 | 0.00 | -39.32 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.13 | 0.00 | -29.90 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.06 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | 0.15 | 0.01 | 13.51 | 0.00*** |
| Dev. normal) . FC (Std. | | | | | |
| Dev. triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.09 | 0.00 | 28.94 | 0.00*** |
| Dev. triangular) . FC | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.10 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| MXGRDIFF (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -776.4148453295417
--------------------------------------------------------------------------------
bic: 1734.82
--------------------------------------------------------------------------------
MSE: 5058.87
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.56 | 0.49 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.04 | 0.03 | -1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.62 | 0.12 | 5.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.53 | 0.16 | -9.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | 0.27 | 0.14 | 1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.23 | 0.18 | -1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.04 | -0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.08 | 1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.00 | 0.08 | -0.06 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.32 | 0.07 | 4.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.01 | 0.03 | -0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.31 | 0.14 | -2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.01 | 0.01 | -1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.03 | 0.05 | -0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.60 | 0.23 | -2.56 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.40 | 0.10 | -4.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.03 | 0.04 | 0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.04 | 0.04 | 1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.22 | 0.21 | -1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.03 | 0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.09 | 0.01 | 9.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.33 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | -0.87 | 0.00 | -50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | 0.06 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.06 | 0.00 | -36.63 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -2.25 | 0.03* |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.43 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.03 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.01 | 0.00 | 14.64 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.06 | 0.00 | -44.16 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.01 | 0.00 | 9.82 | 0.00*** |
| Dev. uniform) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.02 | 0.00 | -29.08 | 0.00*** |
| Dev. uniform) . PEAKHR | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -734.9708593432158
--------------------------------------------------------------------------------
bic: 1647.54
--------------------------------------------------------------------------------
MSE: 236.48
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.28 | 0.92 | -0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.96 | 0.08 | 11.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.14 | 0.17 | -0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.09 | 0.03 | -2.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.03 | 0.03 | -1.07 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.04 | 0.32 | -3.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.10 | 0.05 | 2.19 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.05 | 0.03 | 1.67 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.39 | 0.20 | -1.99 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.65 | 0.16 | 4.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.38 | 0.12 | -3.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.05 | -0.31 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.21 | 0.17 | 1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.28 | 0.10 | -2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.02 | 0.02 | -1.47 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.02 | 0.07 | 0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.42 | 0.01 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.05 | 0.00 | 12.66 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.71 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | -0.00 | 0.00 | -5.30 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.04 | 0.00 | 10.09 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.00 | 0.00 | 1.61 | 0.11 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.00 | 0.00 | -26.86 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.01 | 0.00 | 3.24 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | log | 0.05 | 0.00 | 12.73 | 0.00*** |
| Dev. lm_normal) . SPEED | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | log | -0.32 | 0.31 | -1.02 | 0.31 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE: hetro group 0 | arcsinh | -0.06 | 0.20 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | no | 0.01 | 0.02 | 0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIGRADE: hetro | no | -0.01 | 0.04 | -0.24 | 0.81 |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 1 | | 0.00 | 0.02 | 0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | 0.04 | 0.01 | 2.81 | 0.01* |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIGRADE: hetro | | 0.05 | 0.05 | 0.92 | 0.36 |
| group 1:triangular:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.5726075835287
--------------------------------------------------------------------------------
bic: 1691.42
--------------------------------------------------------------------------------
MSE: 213.07
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.34 | 0.63 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.04 | 0.17 | 6.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.00 | 0.01 | -0.34 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.52 | 0.21 | 2.51 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.03 | 0.33 | -0.09 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.00 | 0.26 | -0.00 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.18 | 0.22 | 0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.05 | -0.34 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.03 | -0.46 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.03 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.01 | 0.29 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.03 | 0.06 | -0.53 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.08 | 1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.34 | 0.25 | -1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.34 | 0.38 | -0.89 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.27 | 0.20 | -1.36 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.04 | 0.08 | -0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.03 | 0.12 | -0.21 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.13 | 0.12 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.05 | -0.95 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.06 | 0.03 | -2.11 | 0.04* |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.00 | 0.00 | 0.63 | 0.53 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | -0.42 | 0.02 | -26.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.00 | 0.01 | -0.18 | 0.86 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.00 | 0.00 | 0.73 | 0.46 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.01 | 0.01 | 1.04 | 0.30 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.00 | 0.00 | -2.35 | 0.02* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -0.34 | 0.73 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.00 | 0.01 | -0.07 | 0.95 |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | arcsinh | 0.09 | 0.10 | 0.89 | 0.37 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | arcsinh | -1.19 | 0.51 | -2.33 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | | 0.02 | 0.15 | 0.12 | 0.91 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.52 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.2110898482164
--------------------------------------------------------------------------------
bic: 1670.52
--------------------------------------------------------------------------------
MSE: 235.36
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.17 | 0.35 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.05 | 0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.05 | -1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.17 | 0.22 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.07 | 0.13 | -0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.24 | 0.09 | -2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.14 | 0.09 | 1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.27 | 0.09 | 2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.19 | 0.12 | 1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.71 | 0.22 | -3.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.17 | 0.14 | -1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.03 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.21 | 0.18 | -1.19 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.38 | 0.17 | -2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.00 | 0.13 | 7.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.06 | -0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.03 | 0.01 | -3.39 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | -0.20 | 0.01 | -14.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.00 | 0.00 | -0.94 | 0.35 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.00 | 0.00 | 1.18 | 0.24 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.02 | 0.01 | -2.01 | 0.05. |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.00 | 0.00 | 1.32 | 0.19 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.14 | 0.01 | 17.47 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.00 | 0.00 | 0.36 | 0.72 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.08 | 0.00 | -21.94 | 0.00*** |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | -0.25 | 0.11 | -2.43 | 0.02* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | no | 0.01 | 0.03 | 0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT: hetro group 0 | no | 0.02 | 0.04 | 0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 0 | no | -0.01 | 0.02 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | 0.00 | 0.01 | 0.18 | 0.86 |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.37 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.4117174921656
--------------------------------------------------------------------------------
bic: 1669.92
--------------------------------------------------------------------------------
MSE: 904.73
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.66 | 0.61 | -1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.08 | 0.15 | 7.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.56 | 0.21 | 2.69 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.08 | 0.04 | -2.05 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.26 | 0.24 | 1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.10 | 0.10 | 0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.06 | -0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.05 | 0.11 | -0.52 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.11 | 0.12 | -0.93 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.03 | 0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.07 | 0.19 | 0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.40 | 0.17 | -2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.08 | 1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.13 | 0.16 | 0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.09 | 0.05 | -1.99 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.20 | 0.19 | -1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.03 | 0.06 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.26 | 0.13 | -1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -1.02 | 0.30 | -3.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | -0.04 | 0.21 | -0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.00 | 0.00 | -1.25 | 0.21 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.24 | 0.02 | 14.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.00 | 0.00 | 0.03 | 0.98 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.00 | 0.00 | -0.44 | 0.66 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.32 | 0.02 | -20.66 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.00 | 0.01 | -0.01 | 0.99 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.00 | 0.01 | 0.70 | 0.49 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.38 | 0.02 | 20.51 | 0.00*** |
| Dev. triangular) . | | | | | |
| WIDTH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.01 | 0.00 | 4.42 | 0.00*** |
| Dev. triangular) . | | | | | |
| WIDTH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.00 | 0.01 | -0.58 | 0.56 |
| Dev. triangular) . | | | | | |
| PEAKHR (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.47 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -758.8973966805552
--------------------------------------------------------------------------------
bic: 1688.00
--------------------------------------------------------------------------------
MSE: 642.85
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.09 | 0.49 | -2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.06 | 0.16 | 0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 3.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.26 | 0.10 | -2.68 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.03 | 0.05 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.37 | 0.15 | 2.47 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.07 | 0.01 | 7.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.05 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.20 | 0.07 | 2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.26 | 0.08 | 3.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.00 | 0.02 | 0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.51 | 0.17 | -2.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.02 | 0.05 | 0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.50 | 0.05 | 9.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.07 | 0.09 | 0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.13 | 0.05 | -2.34 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.04 | 0.80 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.02 | 0.07 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.02 | 3.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.06 | 0.16 | -0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.99 | 0.19 | -5.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.50 | 0.07 | -7.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.07 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.01 | 0.00 | 5.20 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.02 | 0.00 | -4.91 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | -0.59 | 0.01 | -50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.61 | 0.01 | -50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.08 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.03 | 0.02 | -1.12 | 0.27 |
| tn_normal) . INCLANES | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.18 | 0.01 | 19.73 | 0.00*** |
| Dev. triangular) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.33 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| WIDTH (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.8348813070463
--------------------------------------------------------------------------------
bic: 1661.37
--------------------------------------------------------------------------------
MSE: 261.40
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.86 | 0.17 | -5.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.15 | 0.06 | 19.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.31 | 0.32 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.11 | 0.07 | -1.73 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.23 | 0.09 | -2.55 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.15 | 0.04 | -4.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.10 | 0.14 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.04 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.94 | 0.12 | -15.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.12 | 0.05 | 2.37 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.06 | 0.06 | -0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.04 | 0.02 | 1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | -0.03 | 0.07 | -0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.13 | 0.07 | 1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.11 | 0.08 | -1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.04 | 0.08 | 0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.01 | 0.25 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.01 | 0.09 | -0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.25 | 0.05 | 4.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.02 | 0.00 | 27.95 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.20 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.03 | 0.00 | -8.33 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.01 | 0.00 | 3.38 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.26 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.48 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.02 | 0.00 | -4.74 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.08 | 0.01 | -7.96 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.28 | 0.01 | -50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.66 | 0.01 | -50.00 | 0.00*** |
| triangular) . INCLANES | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.10 | 0.01 | 12.75 | 0.00*** |
| triangular) . TANGENT | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -739.7070638580207
--------------------------------------------------------------------------------
bic: 1643.22
--------------------------------------------------------------------------------
MSE: 299.57
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.37 | 0.73 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.07 | 0.07 | 14.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.75 | 0.25 | -2.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.70 | 0.14 | 5.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.87 | 0.28 | -3.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.01 | 0.03 | 0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.01 | 0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.00 | 0.07 | 0.01 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.04 | 1.93 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.47 | 0.14 | -3.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.35 | 0.08 | -4.59 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.01 | 0.10 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.78 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.18 | 0.12 | -1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.02 | 0.01 | -2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.05 | 0.02 | 1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | 0.03 | 0.05 | 0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.12 | 0.03 | -4.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.03 | 0.17 | -0.17 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.30 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -1.44 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.01 | 0.00 | 2.44 | 0.02* |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.01 | 0.00 | -27.68 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.10 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.00 | 0.00 | 3.52 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.01 | 0.00 | 3.33 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.04 | 0.00 | -16.36 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.51 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.21 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.76 | 0.01 | -50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.2409702032595
--------------------------------------------------------------------------------
bic: 1674.97
--------------------------------------------------------------------------------
MSE: 314.83
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.32 | 0.42 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.92 | 0.14 | 6.49 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.22 | 0.16 | -1.33 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.53 | 0.30 | -1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.00 | 0.02 | -0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.14 | 0.11 | 1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.07 | 0.25 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.00 | 0.05 | 0.03 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.12 | 0.12 | 1.01 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.18 | 0.26 | -0.68 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.02 | 0.30 | -0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.43 | 0.36 | 1.19 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.26 | 0.14 | -1.79 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.15 | 0.09 | 1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.10 | 2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.66 | 0.33 | -2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.04 | 1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.34 | 0.17 | -1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.00 | 0.01 | 0.23 | 0.82 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.00 | 0.00 | -1.06 | 0.29 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.00 | 0.00 | -0.10 | 0.92 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.00 | 0.00 | -1.14 | 0.26 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.00 | 0.00 | 0.73 | 0.46 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.00 | 0.01 | 0.24 | 0.81 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.13 | 0.01 | -25.69 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.08 | 0.04 | -1.92 | 0.06. |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.01 | 0.01 | 1.53 | 0.13 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.00 | 0.00 | 1.27 | 0.21 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.01 | 0.01 | 2.12 | 0.04* |
| Dev. triangular) . | | | | | |
| SPEED (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.05 | 0.03 | 1.95 | 0.05. |
| Dev. lm_normal) . SPEED | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.00 | 0.00 | 1.83 | 0.07. |
| Dev. lm_normal) . | | | | | |
| MXGRADE (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.27 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -749.516786374952
--------------------------------------------------------------------------------
bic: 1675.13
--------------------------------------------------------------------------------
MSE: 311.70
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.54 | 0.89 | -0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.87 | 0.12 | 7.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.29 | 0.12 | -2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.02 | 3.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.20 | 0.10 | -1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.03 | 0.04 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.35 | 0.21 | -1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.15 | 0.20 | 0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.04 | 0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.37 | 0.10 | 3.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.15 | 0.14 | -1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.03 | 0.02 | -1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.37 | 0.22 | 1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.30 | 0.16 | 1.91 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.10 | 0.07 | 1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.52 | 0.10 | -5.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.27 | 0.07 | 3.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.94 | 0.31 | -3.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.28 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.00 | 0.00 | 18.78 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.00 | 0.00 | -0.91 | 0.36 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.01 | 0.00 | 4.06 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.03 | 0.00 | 17.21 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -1.70 | 0.09. |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.18 | 0.00 | -37.72 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.25 | 0.00 | 50.00 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.01 | 0.00 | -5.30 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.02 | 0.00 | -5.97 | 0.00*** |
| Dev. normal) . WIDTH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -781.1674453777104
--------------------------------------------------------------------------------
bic: 1717.36
--------------------------------------------------------------------------------
MSE: 244.73
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.21 | 0.92 | 0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.33 | 0.10 | -3.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.04 | 0.03 | 1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.82 | 0.37 | -2.26 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.03 | 0.04 | 0.82 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.03 | 0.05 | -0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.57 | 0.06 | 8.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.01 | 0.02 | -0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.01 | 0.01 | -0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.04 | 0.02 | 1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.07 | 0.06 | -1.22 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.02 | 0.10 | -0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | -0.04 | 0.25 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 3.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.04 | 0.37 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.05 | 0.06 | 0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.51 | 0.06 | 8.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.11 | 0.04 | 3.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.56 | 0.10 | -5.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | -0.33 | 0.01 | -43.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.06 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.05 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.03 | 0.00 | -31.47 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.13 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.15 | 0.01 | -27.53 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.03 | 0.00 | -6.58 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.08 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -6.37 | 0.00*** |
| Dev. normal) . TANGENT | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -752.3535790525267
--------------------------------------------------------------------------------
bic: 1669.52
--------------------------------------------------------------------------------
MSE: 252.04
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.36 | 0.32 | -1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.19 | 0.19 | -0.99 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.09 | 0.23 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.31 | 0.09 | -3.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.29 | 0.07 | 4.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.03 | 0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.16 | 0.06 | 2.58 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.22 | 0.13 | -1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.45 | 0.08 | -5.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.41 | 0.05 | 7.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.06 | 0.02 | 2.69 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.85 | 0.21 | -4.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.09 | 0.07 | 1.33 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.10 | 0.01 | 6.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.46 | 0.06 | 7.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.17 | 0.06 | 2.71 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.04 | 0.05 | 0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.02 | 0.01 | -2.47 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.98 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.07 | 0.00 | -49.62 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.14 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.02 | 0.00 | -7.16 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.13 | 0.00 | -43.21 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.04 | 0.00 | 13.05 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | arcsinh | -0.00 | 0.00 | -43.90 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | no | -0.41 | 0.16 | -2.48 | 0.01* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE: hetro group 0 | arcsinh | -0.07 | 0.03 | -2.58 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | | 0.14 | 0.02 | 6.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | | 0.06 | 0.01 | 11.72 | 0.00*** |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -755.1453442734434
--------------------------------------------------------------------------------
bic: 1686.49
--------------------------------------------------------------------------------
MSE: 413.99
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.01 | 0.57 | -1.77 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.14 | 0.05 | 2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.14 | 0.19 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.04 | 1.61 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.14 | 0.27 | -0.52 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.24 | 0.16 | 1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.10 | 0.13 | 0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.04 | -0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.28 | 0.24 | -1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.60 | 0.14 | -4.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.25 | 0.29 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.00 | 0.01 | -0.03 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.28 | 0.18 | -1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.10 | 0.05 | -1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.04 | 1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.10 | 0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.24 | 0.13 | -1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.33 | 0.10 | 3.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.00 | 0.00 | 0.07 | 0.95 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.00 | 0.00 | 0.52 | 0.61 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.00 | 0.01 | -0.02 | 0.99 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | -0.00 | 0.00 | -0.28 | 0.78 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -0.05 | 0.96 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.00 | 0.00 | -0.54 | 0.59 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.00 | 0.01 | -0.36 | 0.72 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -0.96 | 0.34 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.01 | 0.02 | 0.89 | 0.38 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.01 | 0.02 | 0.58 | 0.56 |
| Dev. triangular) . | | | | | |
| ADTLANE (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.93 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -731.6882570220793
--------------------------------------------------------------------------------
bic: 1654.65
--------------------------------------------------------------------------------
MSE: 270.55
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.17 | 0.38 | -0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.33 | 0.13 | 10.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.67 | 0.31 | -2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.23 | 0.13 | -1.75 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.09 | 0.23 | -0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.09 | 0.12 | -0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.04 | 0.04 | -0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.04 | 0.08 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.45 | 0.19 | -2.41 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.02 | 0.01 | -2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.14 | 0.06 | 2.12 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.08 | 3.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.34 | 0.14 | -2.40 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.80 | 0.26 | -3.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.52 | 0.17 | 3.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.24 | 0.20 | 1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.10 | 0.09 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.29 | 0.11 | 2.75 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 2.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.08 | 0.05 | 1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.25 | 0.10 | -2.51 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.08 | 0.00 | 34.55 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | -0.02 | 0.00 | -15.34 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.13 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.04 | 0.00 | 17.33 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.01 | 0.00 | -2.15 | 0.03* |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.29 | 0.01 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -5.89 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.04 | 0.00 | -28.32 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.12 | 0.00 | -37.07 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.03 | 0.00 | -36.27 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.03 | 0.00 | -9.93 | 0.00*** |
| Dev. normal) . MXGRADE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.03 | 0.00 | 21.46 | 0.00*** |
| Dev. triangular) . | | | | | |
| MXGRADE (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.09 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| MEDWIDTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -775.918086995969
--------------------------------------------------------------------------------
bic: 1710.75
--------------------------------------------------------------------------------
MSE: 403.92
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.95 | 0.47 | -2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.37 | 0.27 | -1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.07 | 0.03 | -2.47 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.15 | 0.11 | -1.30 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.04 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.10 | 0.01 | 9.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.05 | 0.02 | 2.19 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.38 | 0.13 | -2.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.07 | 0.07 | -1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.28 | 0.13 | -2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.12 | 0.30 | -0.38 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.02 | 0.05 | -0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.42 | 0.18 | 2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.19 | 0.08 | 2.33 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.29 | 0.10 | -2.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.05 | 1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.67 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.20 | 0.01 | -25.28 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.00 | 0.00 | -7.44 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.01 | 0.00 | -4.10 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.03 | 0.00 | 13.23 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.01 | 0.00 | 11.72 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.07 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | sqrt | -0.07 | 0.00 | -33.98 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | no | -0.17 | 0.18 | -0.99 | 0.32 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN: hetro group 0 | no | 0.03 | 0.12 | 0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | | 0.04 | 0.01 | 2.51 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | | -0.06 | 0.01 | -8.73 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -735.3576137220269
--------------------------------------------------------------------------------
bic: 1655.10
--------------------------------------------------------------------------------
MSE: 270.97
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.10 | 0.49 | -2.25 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.45 | 0.10 | -4.75 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.26 | 0.22 | -1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.22 | 0.19 | -6.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.22 | 0.06 | 3.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.06 | 0.05 | -1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.09 | 0.16 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.02 | 4.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.09 | 0.09 | 1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.11 | 0.07 | 1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.04 | 0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.05 | 1.39 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.28 | 0.09 | 2.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.12 | 0.12 | 9.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.51 | 0.12 | -4.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.37 | 0.01 | -35.62 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.01 | 0.00 | 18.37 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.02 | 0.00 | -8.39 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.01 | 0.00 | -19.29 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.07 | 0.00 | -45.62 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.11 | 0.01 | 15.43 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.07 | 0.00 | -17.06 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.25 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.48 | 0.01 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | -0.02 | 0.01 | -3.72 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.01 | 0.00 | 16.91 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.28 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . LENGTH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.05 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | log | 0.00 | 0.00 | 0.49 | 0.63 |
| Dev. tn_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | no | -0.53 | 0.20 | -2.64 | 0.01* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS: hetro group 0 | | -0.52 | 0.12 | -4.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | 0.16 | 0.07 | 2.14 | 0.03* |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -743.4355980747914
--------------------------------------------------------------------------------
bic: 1662.97
--------------------------------------------------------------------------------
MSE: 250.33
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.78 | 0.88 | -0.89 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.56 | 0.09 | -5.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.24 | 0.25 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.08 | 0.19 | 0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.06 | 0.09 | 0.73 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.02 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.55 | 0.24 | 2.31 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.31 | 0.21 | -1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.00 | 0.18 | -0.00 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.04 | 0.06 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.05 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.04 | 1.09 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.09 | 0.20 | -0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.58 | 0.18 | -8.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.23 | 0.20 | -1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.35 | 0.15 | 9.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 2.38 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.02 | 0.00 | 9.96 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 0.98 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.01 | 0.00 | 3.13 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.01 | 0.00 | -4.09 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.16 | 0.01 | 17.17 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.04 | 0.00 | 42.09 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.02 | 0.00 | -27.18 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.00 | 0.01 | -0.02 | 0.98 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.02 | 0.00 | -10.72 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.01 | 0.00 | 1.82 | 0.07. |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.13 | 0.00 | 38.28 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.02 | 0.00 | 11.16 | 0.00*** |
| Dev. triangular) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -770.3402236731604
--------------------------------------------------------------------------------
bic: 1702.60
--------------------------------------------------------------------------------
MSE: 756.17
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.80 | 1.06 | -1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.08 | 0.10 | -0.78 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.14 | 0.18 | -0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.02 | 0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.23 | 0.15 | 1.50 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.22 | 0.03 | 6.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.26 | 0.37 | -0.70 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.11 | 0.28 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.43 | 0.18 | -2.37 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.06 | 0.04 | 1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.03 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.04 | 0.01 | -2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.47 | 0.22 | 2.12 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.05 | 0.07 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.44 | 0.11 | -3.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.00 | 0.01 | 0.59 | 0.55 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.00 | 0.00 | 0.48 | 0.63 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.00 | 0.00 | -0.18 | 0.86 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.00 | 0.00 | -0.25 | 0.80 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.00 | 0.00 | 0.09 | 0.93 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.00 | 0.00 | 0.33 | 0.74 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -0.18 | 0.86 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.20 | 0.03 | 5.81 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.06 | 0.02 | -3.70 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.00 | 1.13 | 0.26 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.06 | 0.00 | -13.73 | 0.00*** |
| triangular) . MXMEDSH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.02 | 0.01 | -2.03 | 0.04* |
| Dev. tn_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.03 | 0.01 | 3.99 | 0.00*** |
| Dev. tn_normal) . FC | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.71 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.9759497100605
--------------------------------------------------------------------------------
bic: 1663.65
--------------------------------------------------------------------------------
MSE: 963.62
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.12 | 0.12 | -1.07 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.93 | 0.08 | 12.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.34 | 0.08 | -4.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.09 | 0.03 | -3.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.18 | 0.06 | -3.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.17 | 0.06 | 2.64 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.04 | -0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.05 | 0.06 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.15 | 0.18 | -6.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.37 | 0.05 | -6.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.37 | 0.08 | 4.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.06 | 0.05 | -1.22 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.42 | 0.11 | -3.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.14 | 0.02 | 7.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.04 | 0.06 | -0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.10 | 0.04 | -2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.03 | 0.06 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.03 | 0.26 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.16 | 0.05 | 3.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.10 | 0.07 | -1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.82 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.02 | 0.00 | -21.01 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.04 | 0.00 | -38.83 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.03 | 0.01 | -6.20 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.00 | 0.00 | 2.39 | 0.02* |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.21 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | arcsinh | -0.10 | 0.00 | -50.00 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | no | 0.38 | 0.15 | 2.57 | 0.01* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 0 | | 0.09 | 0.06 | 1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | -0.40 | 0.06 | -6.31 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -761.2824580425929
--------------------------------------------------------------------------------
bic: 1687.98
--------------------------------------------------------------------------------
MSE: 269.67
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.59 | 0.58 | -2.72 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.30 | 0.34 | -0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.05 | 0.07 | -0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.04 | 2.03 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.04 | 0.06 | 0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.47 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.09 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.04 | -0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.03 | 0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.36 | 0.25 | 1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.07 | -0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.08 | 0.05 | 1.60 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.11 | 0.32 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.32 | 0.18 | -1.81 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.01 | 0.08 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.08 | 0.10 | -0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 1.07 | 0.16 | 6.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.08 | 0.02 | -5.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.01 | 0.03 | -0.27 | 0.79 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.36 | 0.01 | 25.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.00 | 0.01 | -0.10 | 0.92 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.01 | -0.16 | 0.87 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.02 | 0.04 | -0.37 | 0.71 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.00 | 0.00 | 1.24 | 0.22 |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.00 | 0.00 | 0.43 | 0.67 |
| triangular) . LENGTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRADE: hetro | arcsinh | 0.05 | 0.05 | 0.99 | 0.32 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | log | -0.37 | 0.10 | -3.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRADE: hetro | | 0.00 | 0.08 | 0.03 | 0.98 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.05 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -742.8975893485281
--------------------------------------------------------------------------------
bic: 1657.00
--------------------------------------------------------------------------------
MSE: 556.22
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.00 | 0.51 | -1.96 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.87 | 0.08 | 11.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.05 | 0.21 | -0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.91 | 0.23 | -4.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.13 | 0.09 | -1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.15 | 0.11 | -1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.04 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.21 | 0.18 | -1.19 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.04 | 0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.05 | 1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.28 | 0.06 | 4.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.06 | 0.23 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 4.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.07 | 2.11 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.04 | 0.01 | -4.59 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.24 | 0.10 | -2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.32 | 0.11 | -2.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.03 | -2.23 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.17 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.03 | 0.00 | -33.67 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.02 | 0.00 | -13.15 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.00 | 0.00 | 27.94 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.53 | 0.01 | 50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.01 | 0.00 | -3.19 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.02 | 0.00 | -18.69 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.02 | 0.00 | 20.02 | 0.00*** |
| triangular) . URB (Std. | | | | | |
| Dev. tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.05 | 0.00 | -49.60 | 0.00*** |
| Dev. tn_normal) . URB | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.03 | 0.00 | -9.01 | 0.00*** |
| Dev. tn_normal) . FC | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -747.1056674695158
--------------------------------------------------------------------------------
bic: 1676.81
--------------------------------------------------------------------------------
MSE: 266.46
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.94 | 0.65 | -1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.15 | 0.24 | 4.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.20 | 0.11 | -1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.05 | 0.05 | -1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.46 | 0.21 | 2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.17 | 0.17 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.06 | 0.36 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.06 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.14 | 0.14 | -0.95 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.10 | 0.28 | -0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.06 | 0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.03 | 0.04 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.09 | 0.09 | -0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.40 | 0.36 | -1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.03 | 0.30 | -0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.03 | 0.13 | -0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.03 | 0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.55 | 0.15 | -3.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.34 | 0.14 | -2.43 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.12 | 0.11 | 1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.23 | 0.09 | 2.51 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.00 | 0.00 | -0.05 | 0.96 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.00 | 0.00 | 0.22 | 0.82 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.00 | 0.01 | -0.16 | 0.87 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.00 | 0.00 | -0.60 | 0.55 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -0.17 | 0.87 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.00 | 0.00 | 0.33 | 0.75 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.00 | 0.00 | -0.03 | 0.98 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.00 | 0.02 | 0.14 | 0.89 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.01 | 0.01 | -0.83 | 0.41 |
| Dev. uniform) . GRADEBR | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.08 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.1406262097167
--------------------------------------------------------------------------------
bic: 1642.80
--------------------------------------------------------------------------------
MSE: 299.80
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.01 | 1.42 | -0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.13 | 0.18 | -0.73 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.09 | 0.05 | -1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.30 | 0.16 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.12 | 0.10 | 1.19 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.05 | -0.31 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.26 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.23 | 0.07 | 3.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.17 | 0.08 | 2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.19 | 0.14 | 8.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.12 | 0.23 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.05 | 0.16 | 0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.65 | 0.32 | -2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.11 | -1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.07 | 0.08 | -0.89 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.30 | 0.10 | -2.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.71 | 0.02 | 43.29 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.21 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.04 | 0.00 | -10.42 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.02 | 0.00 | -9.88 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | -0.70 | 0.01 | -47.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.01 | 0.01 | 1.11 | 0.27 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | no | 0.06 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MEDWIDTH: hetro | arcsinh | 0.01 | 0.03 | 0.41 | 0.68 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -0.91 | 0.45 | -2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| main: MEDWIDTH: hetro | | -0.11 | 0.03 | -3.28 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -747.997432402919
--------------------------------------------------------------------------------
bic: 1655.41
--------------------------------------------------------------------------------
MSE: 19706.92
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -3.71 | 0.48 | -7.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.01 | 0.01 | -2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.10 | 0.03 | -2.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.41 | 0.21 | -1.95 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.25 | 0.12 | 2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.01 | 0.01 | -0.42 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.05 | 0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.03 | 0.09 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.03 | 0.03 | -0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.05 | 0.01 | -5.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.23 | 0.07 | 3.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.17 | 0.09 | 1.79 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.81 | 0.20 | -4.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.00 | 0.16 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.35 | 0.10 | -3.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | -0.19 | 0.15 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.35 | 0.17 | -2.05 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.17 | 0.06 | 2.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 1.94 | 0.01 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.10 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.01 | 0.00 | 3.06 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.04 | 0.00 | -31.38 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.20 | 0.00 | 42.25 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | log | -0.01 | 0.00 | -1.72 | 0.09. |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | arcsinh | 1.35 | 0.14 | 9.39 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH: hetro group 0 | | 0.30 | 0.08 | 3.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | | -0.79 | 0.05 | -17.26 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -741.2428394572364
--------------------------------------------------------------------------------
bic: 1631.61
--------------------------------------------------------------------------------
MSE: 260.21
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.55 | 0.81 | -0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.02 | 0.10 | 9.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.14 | 0.07 | 1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.03 | 0.08 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.30 | 0.15 | -2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.04 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.31 | 0.09 | -3.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.05 | 3.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.02 | 0.16 | 0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.21 | 0.20 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.24 | 0.11 | -2.10 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.01 | 0.01 | -0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.29 | 0.10 | -2.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.27 | 0.10 | 2.70 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.07 | 0.05 | 1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.29 | 0.01 | -42.67 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.15 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.72 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.01 | 0.00 | -10.26 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.03 | 0.00 | -20.59 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.26 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | arcsinh | -0.09 | 0.01 | -18.09 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | sqrt | -0.68 | 0.26 | -2.61 | 0.01* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE: hetro group 0 | arcsinh | -0.13 | 0.17 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | | 0.01 | 0.02 | 0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | 0.04 | 0.03 | 1.22 | 0.22 |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -764.2233059826426
--------------------------------------------------------------------------------
bic: 1681.57
--------------------------------------------------------------------------------
MSE: 1648.05
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.53 | 0.38 | -1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.14 | 0.17 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.02 | 0.05 | -0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.20 | 0.16 | -1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.42 | 0.18 | -2.27 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.04 | 0.06 | 0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.45 | 0.14 | -10.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.09 | 0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.35 | 0.08 | 4.22 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.07 | 0.07 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.21 | 0.04 | 4.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.16 | 0.17 | -0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.04 | 0.24 | 0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.06 | 0.12 | 0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.03 | 0.91 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.04 | 0.00 | 13.11 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.00 | 0.00 | 0.54 | 0.59 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.00 | 0.01 | -0.24 | 0.81 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -0.37 | 0.71 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -0.16 | 0.88 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.00 | 0.00 | -0.05 | 0.96 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group 0 | no | -0.08 | 0.06 | -1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE: hetro group 0 | arcsinh | -0.07 | 0.25 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group | | -0.02 | 0.04 | -0.57 | 0.57 |
| 0:uniform:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.77 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -765.9890097885474
--------------------------------------------------------------------------------
bic: 1673.71
--------------------------------------------------------------------------------
MSE: 514.90
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.25 | 0.69 | -3.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.25 | 0.19 | -1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.04 | -0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.11 | 0.04 | 2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.27 | 0.13 | 2.09 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.41 | 0.06 | 6.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.10 | 0.02 | 4.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | -0.02 | 0.08 | -0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.35 | 0.06 | 5.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.63 | 0.08 | -7.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.39 | 0.06 | 6.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.02 | 0.09 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.08 | 0.10 | -0.78 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.49 | 0.17 | -2.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.08 | 0.20 | -0.38 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.79 | 0.21 | -3.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.27 | 0.08 | 3.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.16 | 0.00 | 39.18 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 0.30 | 0.01 | 27.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.04 | 0.00 | 15.46 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.58 | 0.01 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.05 | 0.01 | 4.63 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.03 | 0.00 | 15.47 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.58 | 0.01 | -50.00 | 0.00*** |
| Dev. uniform) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.28 | 0.01 | 45.96 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.30 | 0.01 | -21.43 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| SINGLE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -764.1918475849858
--------------------------------------------------------------------------------
bic: 1709.87
--------------------------------------------------------------------------------
MSE: 808.32
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.05 | 0.26 | 0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.19 | 0.23 | -0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.08 | 0.32 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.41 | 0.23 | -1.76 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.01 | 0.03 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.57 | 0.11 | 5.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.04 | -2.05 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.46 | 0.21 | 2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.03 | 0.05 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.11 | 0.08 | 1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.56 | 0.17 | -3.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.47 | 0.16 | -3.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.39 | 0.09 | -4.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.13 | 0.05 | 2.35 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.40 | 0.06 | 6.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.17 | 0.02 | 7.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.39 | 0.17 | -2.23 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.16 | 0.22 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.10 | 0.03 | 3.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.17 | 0.09 | 1.88 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.03 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.46 | 0.21 | 2.26 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.10 | 0.07 | -1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.04 | 0.00 | 37.05 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.16 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.03 | 0.01 | 5.11 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.01 | 0.00 | -3.91 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.35 | 0.01 | -37.81 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.02 | 0.01 | -3.31 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.95 | 0.01 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.03 | 0.00 | 16.99 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.70 | 0.01 | -50.00 | 0.00*** |
| tn_normal) . DOUBLE | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.5423751374339
--------------------------------------------------------------------------------
bic: 1660.89
--------------------------------------------------------------------------------
MSE: 244.28
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.26 | 0.34 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.27 | 0.09 | -3.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.10 | 0.11 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.18 | 0.17 | -1.05 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.01 | 2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.08 | 0.03 | 2.68 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.37 | 0.11 | -3.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.16 | 0.06 | 2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.34 | 0.10 | 3.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.10 | 0.19 | -5.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.04 | -0.22 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.12 | 0.08 | 1.39 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.17 | 0.08 | 2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.07 | 0.06 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.12 | 0.20 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.88 | 0.11 | 8.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.21 | 0.12 | -1.77 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.03 | 0.06 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | -0.00 | 0.00 | -1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.04 | 0.00 | 25.66 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.02 | 0.00 | 10.41 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.01 | 0.00 | -3.54 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.23 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.68 | 0.01 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.09 | 0.00 | 47.62 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.03 | 0.00 | 5.90 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.83 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.01 | 0.01 | 2.46 | 0.01* |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.01 | 0.00 | -2.13 | 0.03* |
| Dev. normal) . MIMEDSH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -780.9629720931354
--------------------------------------------------------------------------------
bic: 1707.66
--------------------------------------------------------------------------------
MSE: 209.49
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.24 | 0.22 | -1.07 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.04 | 0.06 | -0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.04 | 1.88 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.51 | 0.26 | 2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.33 | 0.23 | -1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.33 | 0.10 | -3.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.04 | 0.09 | 0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.41 | 0.10 | 4.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | -0.02 | 0.04 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.68 | 0.32 | -2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.09 | 0.14 | -0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.00 | 0.03 | -0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.69 | 0.24 | -2.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.05 | -0.25 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.52 | 0.10 | 5.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.00 | 0.00 | 0.13 | 0.90 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.01 | 0.02 | -0.41 | 0.68 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.00 | 0.00 | 0.33 | 0.74 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.25 | 0.01 | -41.25 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.00 | 0.00 | -0.85 | 0.40 |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.00 | 0.00 | -0.20 | 0.84 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.00 | 0.01 | 0.23 | 0.81 |
| tn_normal) . WIDTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.45 | 0.01 | 39.88 | 0.00*** |
| Dev. normal) . WIDTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.00 | 0.01 | 0.52 | 0.60 |
| Dev. normal) . FC (Std. | | | | | |
| Dev. tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.76 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -734.5885299166162
--------------------------------------------------------------------------------
bic: 1633.99
--------------------------------------------------------------------------------
MSE: 629.88
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.89 | 0.31 | -2.83 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.51 | 0.08 | -6.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.23 | 0.08 | 2.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.40 | 0.11 | -3.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.06 | 0.11 | -0.52 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.02 | 0.06 | 0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.18 | 0.08 | 2.24 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.07 | 0.15 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.37 | 0.08 | -4.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.06 | 0.05 | -1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.30 | 0.10 | 12.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.09 | 0.04 | 2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.14 | 0.23 | -0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.02 | 0.04 | 0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.05 | 0.02 | 2.03 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.00 | 0.02 | 0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.05 | 0.02 | 2.26 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.27 | 0.09 | -2.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -3.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.02 | 0.01 | -4.69 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | 0.08 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.26 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.00 | 0.00 | 0.51 | 0.61 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.03 | 0.00 | 16.55 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.01 | 0.00 | 3.85 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.01 | 0.00 | 7.15 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.68 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.01 | 0.00 | 48.82 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.04 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . DOUBLE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -740.9194622800447
--------------------------------------------------------------------------------
bic: 1630.97
--------------------------------------------------------------------------------
MSE: 284.98
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.73 | 0.32 | -2.28 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.39 | 0.10 | -3.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.04 | 0.05 | 0.91 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.25 | 0.20 | 1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.06 | 0.01 | 4.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.02 | 0.03 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.05 | 0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -2.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.27 | 0.07 | 3.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.40 | 0.11 | -3.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.06 | 0.14 | -7.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.04 | -2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.01 | 0.02 | 0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.24 | 0.20 | -1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.18 | 0.10 | 1.77 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 1.57 | 0.01 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.05 | 0.00 | -38.87 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | 0.02 | 0.00 | 10.49 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.02 | 0.00 | 5.67 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.12 | 0.00 | -33.61 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | arcsinh | 0.49 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | log | 0.95 | 0.08 | 12.46 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH: hetro group 0 | no | -0.46 | 0.07 | -7.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH: hetro group 0 | | 0.01 | 0.03 | 0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | | -0.42 | 0.04 | -9.77 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -732.6230760573576
--------------------------------------------------------------------------------
bic: 1619.77
--------------------------------------------------------------------------------
MSE: 5304.20
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.52 | 0.60 | -0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.19 | 0.13 | -1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.20 | 0.15 | -1.33 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.06 | 0.28 | -3.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.03 | 0.03 | 1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.23 | 0.10 | 11.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.11 | 0.08 | -1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.02 | 0.02 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.02 | 0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.05 | 0.12 | -0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.23 | 0.06 | -4.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | 0.02 | 0.06 | 0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.10 | 0.00 | -32.75 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.29 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.00 | 0.00 | 7.51 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.01 | 0.00 | 10.98 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 1.69 | 0.01 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.04 | 0.00 | 43.58 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.34 | 0.01 | 49.16 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.41 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.27 | 0.01 | -18.68 | 0.00*** |
| Dev. triangular) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | no | 0.01 | 0.01 | 1.50 | 0.14 |
| Dev. triangular) . | | | | | |
| ADTLANE (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | no | -0.07 | 0.04 | -1.73 | 0.08. |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | arcsinh | -0.01 | 0.05 | -0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | no | 0.30 | 0.22 | 1.33 | 0.18 |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 1 | | 0.02 | 0.04 | 0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | | 0.22 | 0.10 | 2.15 | 0.03* |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | -0.27 | 0.03 | -8.61 | 0.00*** |
| group 1:normal:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -757.1036835446174
--------------------------------------------------------------------------------
bic: 1682.02
--------------------------------------------------------------------------------
MSE: 3371.90
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.69 | 0.24 | -6.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.21 | 0.05 | 4.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.02 | 0.23 | 0.08 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.68 | 0.20 | -3.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.12 | 0.07 | 1.76 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.14 | 0.34 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.05 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.04 | 1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.07 | 0.04 | 1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.03 | -0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.32 | 0.08 | 4.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.28 | 0.15 | -1.96 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.00 | 0.03 | 0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.03 | 1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.05 | 0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.70 | 0.09 | -8.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.04 | 0.08 | 0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.04 | 0.14 | 0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.80 | 0.17 | -4.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.01 | 0.01 | 1.29 | 0.20 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.00 | 0.00 | -0.83 | 0.41 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.00 | 0.00 | -0.07 | 0.94 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.00 | 0.00 | -0.12 | 0.90 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.00 | 0.00 | 0.51 | 0.61 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.00 | 0.01 | -0.05 | 0.96 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.81 | 0.01 | 50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.01 | 0.00 | -3.47 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.71 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) . TRAIN | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 3.15 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -762.4337923081266
--------------------------------------------------------------------------------
bic: 1710.25
--------------------------------------------------------------------------------
MSE: 239.03
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.62 | 0.34 | -1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.00 | 0.02 | -0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | -0.02 | 0.08 | -0.30 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.03 | 0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.43 | 0.09 | -4.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.12 | 0.05 | 2.28 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.45 | 0.05 | 8.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.22 | 0.11 | 2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.49 | 0.16 | -2.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.17 | 0.17 | -1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.50 | 0.16 | 3.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.00 | 0.04 | -0.00 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.06 | 0.19 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.43 | 0.06 | 6.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.24 | 0.07 | 3.63 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.06 | 0.01 | 4.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.33 | 0.16 | -1.99 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.03 | 0.05 | -0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.85 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.22 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.16 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | -0.04 | 0.00 | -43.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.26 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.06 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.18 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.01 | 0.00 | -15.82 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.02 | 0.00 | 11.92 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.04 | 0.00 | 23.17 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | arcsinh | -0.23 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRADE: hetro | arcsinh | 0.07 | 0.02 | 3.54 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | log | 0.02 | 0.02 | 1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.60 | 0.09 | -6.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRADE: hetro | | 0.03 | 0.01 | 4.23 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.5131376671575
--------------------------------------------------------------------------------
bic: 1646.55
--------------------------------------------------------------------------------
MSE: 850.44
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.01 | 0.95 | -2.12 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 1.10 | 0.12 | 9.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.61 | 0.20 | -3.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.11 | 0.09 | -1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.05 | 0.05 | 1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.52 | 0.20 | -2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.18 | 0.13 | 1.36 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.09 | 1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.07 | 0.14 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.65 | 0.07 | -9.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.54 | 0.12 | 4.59 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.09 | 0.20 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.06 | 0.11 | -0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.01 | 0.01 | -1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.05 | 0.04 | 1.07 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.10 | 0.07 | -1.36 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.06 | 3.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.05 | 2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.96 | 0.01 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.54 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.01 | 0.00 | -9.73 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.39 | 0.01 | 46.33 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.06 | 0.00 | -30.35 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.29 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | sqrt | 0.16 | 0.00 | 50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DOUBLE: hetro | no | -0.25 | 0.12 | -2.10 | 0.04* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | 0.06 | 0.03 | 1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| main: DOUBLE: hetro | | -0.38 | 0.08 | -4.92 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -759.6920444513217
--------------------------------------------------------------------------------
bic: 1711.66
--------------------------------------------------------------------------------
MSE: 226.53
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.24 | 0.18 | -1.30 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.16 | 0.16 | -1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.04 | 0.03 | 1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 3.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.30 | 0.09 | -3.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.09 | 0.04 | -2.09 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.05 | 0.05 | -1.05 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 2.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.06 | 0.08 | 0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.07 | 0.02 | 3.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.67 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.10 | 0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.14 | 0.06 | -2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.27 | 0.16 | -1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.67 | 0.68 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.32 | 0.32 | 1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.43 | 0.08 | 5.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.16 | 0.10 | 1.67 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.62 | 0.18 | -3.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.42 | 0.13 | -3.22 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.22 | 0.21 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.43 | 0.08 | 5.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.06 | 0.91 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.11 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.07 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.02 | 0.00 | -13.81 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.01 | 0.00 | 25.32 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.00 | 0.00 | 2.97 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.10 | 0.00 | 23.74 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.12 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.01 | 0.00 | -11.93 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.15 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.06 | 0.00 | -12.60 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.02 | 0.00 | 4.44 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -768.456113647548
--------------------------------------------------------------------------------
bic: 1708.22
--------------------------------------------------------------------------------
MSE: 277.18
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.61 | 1.61 | -1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.16 | 0.49 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.00 | 0.33 | -0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.13 | 0.19 | -0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.06 | 1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.22 | 0.17 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.49 | 0.92 | 0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | -0.14 | 0.24 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.05 | 0.03 | 1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.58 | 0.09 | -6.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.13 | 0.12 | 1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.34 | 0.10 | 3.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.10 | 0.20 | -0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.29 | 0.29 | -1.01 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.09 | 0.14 | -0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.22 | 0.12 | 1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.07 | 0.03 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.03 | 0.53 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.00 | 0.01 | 0.24 | 0.81 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.00 | 0.01 | 0.30 | 0.76 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.00 | 0.00 | -0.27 | 0.79 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.00 | 0.01 | -0.03 | 0.97 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.00 | 0.01 | -0.20 | 0.84 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.00 | 0.00 | 0.38 | 0.71 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.00 | 0.00 | -0.10 | 0.92 |
| Dev. tn_normal) . | | | | | |
| MIGRADE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | no | 0.09 | 0.02 | 4.61 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 0 | sqrt | 0.16 | 0.12 | 1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | | -0.00 | 0.06 | -0.02 | 0.99 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.71 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -759.7890647530762
--------------------------------------------------------------------------------
bic: 1689.28
--------------------------------------------------------------------------------
MSE: 1172.12
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.75 | 0.45 | -1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.10 | 0.19 | 0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.01 | 0.03 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.23 | 0.11 | -2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.11 | 0.25 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.01 | 0.06 | -0.17 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.18 | 0.11 | 1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.30 | 0.22 | -1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.21 | 0.07 | -3.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.03 | 0.19 | 0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.03 | 0.05 | -0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.08 | -0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.42 | 0.15 | -2.83 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.51 | 0.15 | -10.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.18 | 0.06 | 3.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.07 | 3.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.23 | 0.13 | 9.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.02 | 0.01 | 1.50 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.05 | 0.00 | 44.08 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.07 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.04 | 0.00 | -28.59 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.18 | 0.01 | 21.76 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.03 | 0.00 | 19.66 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.26 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.05 | 0.00 | -25.40 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.04 | 0.00 | -13.89 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.13 | 0.00 | 30.27 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.31 | 0.01 | -23.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.02 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.07 | 0.00 | 36.70 | 0.00*** |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -732.6953028147911
--------------------------------------------------------------------------------
bic: 1648.38
--------------------------------------------------------------------------------
MSE: 251.11
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.20 | 0.70 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.97 | 0.13 | 7.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.20 | 0.24 | -0.85 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.62 | 0.16 | 4.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.15 | 0.21 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.13 | 0.11 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.09 | 0.37 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.06 | 0.20 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.10 | 0.03 | 3.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.09 | 1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.00 | 0.02 | -0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.23 | 0.61 | -2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.17 | 0.07 | 2.55 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.22 | 0.29 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.22 | 0.14 | -1.63 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.19 | 0.14 | -1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.05 | 0.06 | -0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.00 | 0.08 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.44 | 0.09 | -4.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.04 | 1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.05 | 0.00 | 17.25 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.05 | 0.00 | -13.27 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -2.25 | 0.03* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.06 | 0.01 | -10.47 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.47 | 0.01 | 43.92 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.06 | 0.00 | -24.30 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.55 | 0.01 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| TANGENT (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.18 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| TANGENT (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | no | -0.12 | 0.01 | -23.49 | 0.00*** |
| Dev. triangular) . | | | | | |
| ACCESS (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | arcsinh | 0.03 | 0.08 | 0.37 | 0.71 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | | 0.01 | 0.03 | 0.38 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | | -0.02 | 0.03 | -0.58 | 0.56 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.8904640913587
--------------------------------------------------------------------------------
bic: 1645.80
--------------------------------------------------------------------------------
MSE: 442.71
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.29 | 0.22 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.31 | 0.36 | -0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.23 | 0.14 | -1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.64 | 0.14 | 4.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.14 | 0.07 | -2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.02 | 1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.42 | 0.12 | -3.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.09 | 0.04 | -2.16 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.02 | 0.09 | 11.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.14 | 0.18 | -0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.30 | 0.32 | -0.95 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.38 | 0.08 | -5.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.02 | 0.06 | -0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.27 | 0.18 | -6.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.18 | 0.07 | 2.62 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.02 | 0.03 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.05 | 0.01 | -5.54 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.17 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | -0.10 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.67 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.00 | 0.01 | 0.58 | 0.56 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.03 | 0.00 | 24.92 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.38 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | no | 0.00 | 0.00 | 0.24 | 0.81 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIGRADE: hetro | arcsinh | 0.02 | 0.04 | 0.54 | 0.59 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES: hetro group 0 | no | -0.05 | 0.07 | -0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 0 | | 0.01 | 0.02 | 0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIGRADE: hetro | | 0.01 | 0.02 | 0.34 | 0.73 |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -755.5786903006336
--------------------------------------------------------------------------------
bic: 1679.86
--------------------------------------------------------------------------------
MSE: 828.47
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.47 | 0.35 | -4.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.37 | 0.17 | 2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -1.64 | 0.23 | -7.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.10 | 0.11 | -0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.05 | 0.04 | 1.07 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.18 | 0.07 | 2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.06 | 0.03 | 2.10 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.02 | 0.01 | -1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.37 | 0.06 | 6.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.04 | 0.14 | -0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.17 | 0.11 | -1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.36 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.03 | 1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.33 | 0.14 | -2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -4.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.07 | 0.01 | 6.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.30 | 0.07 | 4.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.05 | 0.06 | 0.85 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.12 | 0.00 | 40.03 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.04 | 0.00 | 23.71 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.03 | 0.00 | 27.23 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.02 | 0.00 | -5.18 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.12 | 0.00 | 32.25 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.01 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.00 | 0.00 | 9.69 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.03 | 0.00 | -17.62 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.00 | 0.01 | -0.30 | 0.76 |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.04 | 0.00 | -13.55 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| GRADEBR (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.02 | 0.00 | -8.03 | 0.00*** |
| triangular) . GRADEBR | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.02 | 0.00 | -4.43 | 0.00*** |
| triangular) . MXGRDIFF | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -749.1218492177247
--------------------------------------------------------------------------------
bic: 1669.55
--------------------------------------------------------------------------------
MSE: 305.04
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.44 | 0.13 | -3.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.12 | 0.41 | 2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.01 | 0.05 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.09 | 0.32 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.07 | -0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.09 | 0.32 | 0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.09 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.22 | 0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.04 | 0.62 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.10 | 0.39 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.06 | 0.06 | 1.05 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.22 | 0.14 | -8.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.25 | 0.26 | -0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.07 | 3.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.03 | -0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.01 | 0.04 | 0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.03 | 0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.12 | 0.22 | 0.56 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.07 | 0.09 | -0.80 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.12 | 0.14 | -0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.00 | 0.00 | 0.04 | 0.97 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.00 | 0.00 | 0.13 | 0.90 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.00 | 0.01 | -0.14 | 0.89 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.00 | 0.00 | 0.15 | 0.88 |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.00 | 0.00 | 0.07 | 0.95 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.00 | 0.01 | -0.51 | 0.61 |
| Dev. tn_normal) . TRAIN | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | 0.09 | 0.17 | 0.55 | 0.59 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH: hetro group 0 | sqrt | -0.20 | 0.09 | -2.22 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | 0.00 | 0.03 | 0.00 | 1.00 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.05 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -771.3802942931883
--------------------------------------------------------------------------------
bic: 1733.54
--------------------------------------------------------------------------------
MSE: 223.27
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.33 | 0.42 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.49 | 0.13 | 3.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.39 | 0.25 | -5.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.03 | 2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.00 | 0.03 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.05 | 0.01 | 3.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.13 | 0.18 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.37 | 0.13 | -2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.23 | 0.12 | -1.91 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.00 | 0.04 | -0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.14 | 0.32 | 0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.11 | 0.26 | -0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.59 | 0.07 | 8.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.06 | 0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.07 | 0.04 | 2.10 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.26 | 0.09 | -2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.07 | 0.08 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.01 | 0.03 | 0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.07 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.52 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.01 | 0.00 | 12.89 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.02 | 0.00 | -5.72 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.01 | 0.00 | -2.68 | 0.01* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.03 | 0.00 | -20.33 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.24 | 0.01 | 29.86 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.02 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.01 | 0.00 | -11.64 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -3.42 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.06 | 0.00 | 50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.03 | 0.00 | 26.11 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.00 | 0.00 | 0.53 | 0.60 |
| Dev. normal) . WIDTH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.9687782452394
--------------------------------------------------------------------------------
bic: 1648.46
--------------------------------------------------------------------------------
MSE: 248.03
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.02 | 0.42 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.19 | 0.21 | -0.91 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.69 | 0.51 | -1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.06 | -0.17 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.04 | 1.73 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.17 | 0.09 | 1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.03 | 0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.39 | 0.21 | -1.83 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.27 | 0.09 | 3.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.26 | 0.10 | 2.43 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.10 | 0.08 | -1.19 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.17 | 0.17 | 6.78 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.04 | 0.05 | 0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.21 | 0.11 | -1.93 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.16 | 0.11 | -1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.12 | 0.08 | 1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.53 | 0.01 | 41.77 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.48 | 0.63 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.34 | 0.01 | 43.36 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.00 | 0.00 | 0.73 | 0.47 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.00 | 0.00 | -0.55 | 0.58 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.01 | 0.01 | 1.16 | 0.25 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | no | -0.21 | 0.24 | -0.86 | 0.39 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES: hetro group 0 | arcsinh | -0.06 | 0.08 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | arcsinh | -0.84 | 0.34 | -2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | | -0.11 | 0.05 | -2.30 | 0.02* |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.56 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -747.331297563534
--------------------------------------------------------------------------------
bic: 1675.15
--------------------------------------------------------------------------------
MSE: 6235.02
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.83 | 0.44 | -4.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.06 | 0.17 | -0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.14 | 0.03 | 4.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.23 | 0.14 | 1.68 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.10 | -1.61 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.19 | 0.18 | -1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.06 | 0.08 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.13 | 0.07 | 1.81 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.30 | 0.07 | 4.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.35 | 0.06 | 6.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | -0.00 | 0.02 | -0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.54 | 0.21 | -2.62 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.42 | 0.06 | 6.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.05 | 0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.03 | 0.03 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.41 | 0.07 | -6.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.02 | 0.09 | -0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.53 | 0.18 | -2.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.38 | 0.10 | -3.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.03 | 0.00 | 24.88 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.03 | 0.00 | -20.80 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.08 | 0.00 | -26.04 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.02 | 0.00 | -18.42 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -1.07 | 0.01 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.17 | 0.02 | 8.73 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.05 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.76 | 0.01 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| DOUBLE (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.22 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| DOUBLE (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.06 | 0.00 | -13.11 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| ACCESS (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -761.624284308154
--------------------------------------------------------------------------------
bic: 1703.24
--------------------------------------------------------------------------------
MSE: 295.63
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.32 | 0.15 | -2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.34 | 0.08 | -4.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.45 | 0.07 | -6.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.03 | -0.93 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.04 | 0.02 | 1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.16 | 0.07 | 2.37 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.53 | 0.15 | -3.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.03 | 0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.15 | 0.08 | 1.75 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.12 | 0.11 | 1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.50 | 0.16 | 3.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.13 | -1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.22 | 0.24 | 0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.03 | 0.06 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.07 | 0.01 | 6.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.21 | 0.09 | 2.34 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.08 | 0.15 | -7.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.35 | 0.05 | -6.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.41 | 0.05 | 7.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.02 | 0.04 | 0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.06 | 0.00 | 48.59 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | -0.21 | 0.00 | -50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.05 | 0.01 | -10.25 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.01 | 0.00 | 7.40 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.01 | 0.00 | -21.58 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.14 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.03 | 0.00 | 33.02 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.05 | 0.01 | -9.73 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.13 | 0.00 | -26.69 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -739.586637196742
--------------------------------------------------------------------------------
bic: 1643.48
--------------------------------------------------------------------------------
MSE: 223.35
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.67 | 2.30 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.18 | 0.43 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.34 | 0.11 | -2.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.58 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.18 | 0.08 | 2.30 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.18 | 0.10 | 1.76 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.29 | 0.12 | 10.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.04 | 0.09 | 0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.03 | -0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.23 | 0.14 | -1.58 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.04 | 0.04 | 1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.04 | 0.08 | 0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.60 | 0.21 | -7.59 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.16 | 0.44 | 0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.41 | 0.01 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.00 | 0.00 | 2.41 | 0.02* |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.00 | 3.10 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.03 | 0.01 | 2.93 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.05 | 0.00 | -33.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.18 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.50 | 0.05 | 10.42 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.05 | 0.00 | -42.55 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.01 | 0.02 | -0.74 | 0.46 |
| triangular) . MIMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.19 | 0.02 | -7.90 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | no | -0.64 | 0.08 | -8.01 | 0.00*** |
| Dev. lm_normal) . SPEED | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | sqrt | -0.62 | 0.20 | -3.06 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH: hetro group 0 | sqrt | 0.04 | 0.27 | 0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE: hetro group 0 | | -0.23 | 0.22 | -1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | | 0.08 | 0.01 | 11.89 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -743.8787757153287
--------------------------------------------------------------------------------
bic: 1645.17
--------------------------------------------------------------------------------
MSE: 225.10
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.32 | 0.51 | -0.64 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.92 | 0.45 | -2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.25 | 0.14 | -1.76 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.89 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.94 | 0.37 | -2.55 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -2.45 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.34 | 0.08 | -4.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.03 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.10 | 0.07 | 1.47 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.70 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.05 | 0.07 | -0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.19 | 0.11 | 1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.30 | 0.15 | 8.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.38 | 0.10 | -3.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.04 | -0.03 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.07 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | 0.01 | 0.00 | 3.63 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.06 | 0.00 | -38.67 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.01 | 0.00 | -5.77 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.09 | 0.01 | -10.64 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.33 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -2.59 | 0.01* |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.12 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.12 | 0.00 | 25.99 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.03 | 0.01 | 5.49 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.80 | 0.00 | 50.00 | 0.00*** |
| lm_normal) . LENGTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.10 | 0.01 | -17.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.05 | 0.01 | -8.73 | 0.00*** |
| Dev. tn_normal) . URB | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -737.8297992290326
--------------------------------------------------------------------------------
bic: 1619.39
--------------------------------------------------------------------------------
MSE: 259.11
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.45 | 0.45 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.00 | 0.10 | 9.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.37 | 0.16 | 2.37 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.02 | 0.01 | -1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.42 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.14 | 0.07 | 2.09 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.02 | 0.08 | 0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.03 | 0.04 | -0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.01 | 0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -1.34 | 0.24 | -5.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.20 | 0.11 | -1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.15 | 0.21 | -5.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.03 | 0.04 | -0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.50 | 0.14 | 3.48 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | -0.25 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.26 | 0.01 | 43.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.06 | 0.00 | 14.10 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.20 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | -0.13 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | log | 0.27 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . MIMEDSH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | no | -0.02 | 0.20 | -0.08 | 0.94 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN: hetro group 0 | arcsinh | -0.10 | 0.06 | -1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | no | 0.03 | 0.02 | 1.36 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS: hetro group 0 | no | -0.58 | 0.16 | -3.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | | 0.23 | 0.07 | 3.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | | 0.04 | 0.02 | 2.76 | 0.01* |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -776.3827293859823
--------------------------------------------------------------------------------
bic: 1715.18
--------------------------------------------------------------------------------
MSE: 717.73
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.28 | 0.57 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.03 | 0.29 | 0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.00 | 0.32 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.10 | 0.08 | -1.27 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.06 | 0.04 | 1.73 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.14 | 0.13 | -1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.09 | 0.01 | 8.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.00 | 0.02 | 0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.07 | 1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | -0.02 | 0.03 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.00 | 0.06 | -0.02 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.95 | 0.22 | -4.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.04 | -1.75 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.20 | 0.10 | 2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.30 | 0.10 | 3.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.14 | 0.02 | 5.62 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.33 | 0.00 | 50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.09 | 0.00 | -19.12 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.17 | 0.00 | -37.73 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.38 | 0.01 | 50.00 | 0.00*** |
| Dev. lm_normal) . FC | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.11 | 0.00 | -24.23 | 0.00*** |
| Dev. triangular) . FC | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | arcsinh | 0.03 | 0.00 | 14.96 | 0.00*** |
| Dev. triangular) . | | | | | |
| TANGENT (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | arcsinh | -0.13 | 0.20 | -0.63 | 0.53 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN: hetro group 0 | arcsinh | 0.11 | 0.12 | 0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | no | -0.38 | 0.10 | -3.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MEDWIDTH: hetro | no | -0.03 | 0.04 | -0.72 | 0.47 |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 1 | | 0.30 | 0.07 | 4.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | | 0.05 | 0.13 | 0.38 | 0.71 |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MEDWIDTH: hetro | | -0.40 | 0.05 | -8.35 | 0.00*** |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -731.8374950149298
--------------------------------------------------------------------------------
bic: 1634.38
--------------------------------------------------------------------------------
MSE: 441.59
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.25 | 0.53 | -0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.93 | 0.10 | -9.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.09 | 0.09 | 0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.24 | 0.10 | -2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.04 | 0.04 | 0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.09 | 0.15 | -0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.34 | 0.17 | 2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.03 | 0.04 | 0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.19 | 0.16 | -1.24 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.75 | 0.30 | -2.52 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.17 | 0.07 | -2.55 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.17 | 0.09 | 1.99 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.04 | 0.05 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.61 | 0.13 | 4.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.03 | 0.26 | -3.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.03 | 0.08 | 0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.15 | 0.08 | -2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.02 | 0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.01 | 0.10 | 10.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.04 | 0.05 | 0.87 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 1.62 | 0.01 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.02 | 0.00 | -18.77 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.00 | 0.00 | -2.57 | 0.01* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.08 | 0.00 | 25.54 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.00 | 5.39 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.03 | 0.00 | -11.12 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.03 | 0.00 | 5.72 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | no | 0.04 | 0.00 | 14.36 | 0.00*** |
| uniform) . LENGTH (Std. | | | | | |
| Dev. lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | arcsinh | -0.03 | 0.03 | -0.82 | 0.41 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF: hetro group 0 | | 0.19 | 0.07 | 2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | | -0.46 | 0.03 | -14.10 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -743.7106172948286
--------------------------------------------------------------------------------
bic: 1636.55
--------------------------------------------------------------------------------
MSE: 288.61
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.60 | 1.07 | -0.56 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.97 | 0.18 | 5.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.51 | 0.37 | -1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.18 | 0.10 | -1.83 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | -0.01 | 0.14 | -0.04 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.01 | 0.11 | -0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.06 | 1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.12 | 0.06 | 1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.17 | 0.34 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.03 | 3.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.00 | 0.01 | -0.03 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.02 | 0.06 | 0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.05 | 0.37 | -2.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.12 | 0.10 | -1.22 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.02 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.24 | 0.26 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.63 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.02 | 0.00 | 7.13 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.01 | 0.00 | 23.70 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.22 | 0.01 | -19.42 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.03 | 0.00 | 23.60 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -1.12 | 0.26 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | no | 1.04 | 0.01 | 50.00 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | arcsinh | -0.27 | 0.24 | -1.13 | 0.26 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF: hetro group 0 | | 0.14 | 0.09 | 1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | -0.56 | 0.07 | -8.49 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -756.5674056203857
--------------------------------------------------------------------------------
bic: 1672.05
--------------------------------------------------------------------------------
MSE: 281.20
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.05 | 1.18 | -0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.24 | 0.25 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.14 | 0.24 | -0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 3.75 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.23 | 0.11 | -2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.04 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.14 | 0.10 | 1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.43 | 0.17 | -2.59 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.20 | 0.08 | -2.33 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.27 | 0.07 | 3.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.12 | 0.12 | 9.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.22 | 0.43 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.01 | 0.02 | 0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.20 | 0.37 | -3.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | -0.01 | 0.08 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.04 | 0.04 | 1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.06 | 0.00 | 18.04 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.07 | 0.00 | 47.67 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.01 | 0.00 | 4.76 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.12 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.06 | 0.00 | 18.74 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.01 | 0.00 | -6.76 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.00 | 0.00 | 3.52 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.04 | 0.00 | 18.32 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| GRADEBR (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.01 | 0.00 | -5.96 | 0.00*** |
| Dev. normal) . GRADEBR | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.01 | 0.00 | 5.89 | 0.00*** |
| Dev. normal) . MEDWIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -790.4814999303645
--------------------------------------------------------------------------------
bic: 1734.48
--------------------------------------------------------------------------------
MSE: 472.85
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.13 | 0.46 | 0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.77 | 0.21 | -3.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.10 | 0.03 | -3.22 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.75 | 0.11 | 6.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.00 | 0.05 | 0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.14 | 0.22 | 0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.05 | 0.02 | 2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.10 | 0.04 | 2.45 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.14 | 0.01 | 14.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.05 | 0.02 | 3.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.04 | -0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.10 | 0.05 | -2.16 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.01 | -1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.12 | 0.20 | -0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.48 | 0.23 | -2.12 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.28 | 0.13 | -2.19 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | 0.20 | 0.21 | 0.93 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.70 | 0.34 | -2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.29 | 0.10 | 3.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.71 | 0.01 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.08 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.51 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.25 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | log | -0.06 | 0.00 | -40.38 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | arcsinh | 0.19 | 0.48 | 0.39 | 0.70 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.31 | 0.10 | -3.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | -0.06 | 0.03 | -2.10 | 0.04* |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -762.0673474421576
--------------------------------------------------------------------------------
bic: 1687.94
--------------------------------------------------------------------------------
MSE: 4973.31
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.09 | 0.31 | -3.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.18 | 0.02 | 11.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.61 | 0.14 | -4.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.02 | 3.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.51 | 0.10 | -5.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.05 | -0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.04 | 0.03 | 1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.10 | 0.09 | -1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.47 | 0.10 | -4.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.17 | 0.08 | 2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.01 | 0.03 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.31 | 0.07 | 4.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.16 | 0.08 | 2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.05 | 0.05 | 0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.02 | 0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.19 | 0.14 | -1.39 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.33 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.13 | 0.00 | 44.97 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.07 | 0.00 | -31.46 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.01 | 0.00 | -3.93 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.10 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.05 | 0.00 | 38.25 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.04 | 0.00 | 26.69 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.01 | 0.00 | 7.05 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| PEAKHR (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.82 | 0.01 | 50.00 | 0.00*** |
| Dev. normal) . PEAKHR | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | arcsinh | -0.00 | 0.01 | -0.68 | 0.49 |
| Dev. normal) . MINRAD | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | log | -0.74 | 0.20 | -3.78 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE: hetro group 0 | | -0.05 | 0.25 | -0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | -0.24 | 0.03 | -7.63 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -764.951885345083
--------------------------------------------------------------------------------
bic: 1717.29
--------------------------------------------------------------------------------
MSE: 232.27
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.41 | 0.39 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.08 | 0.05 | -1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.81 | 0.17 | 4.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.03 | 0.01 | -1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.48 | 0.11 | -4.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.01 | 0.05 | 0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.17 | 0.19 | 0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.04 | 0.06 | 0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.40 | 0.08 | 4.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.06 | 0.02 | 3.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.08 | 0.10 | 0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.21 | 0.08 | 2.71 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.68 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.07 | 0.30 | -3.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.04 | 0.03 | 1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.28 | 0.20 | -1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.06 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.04 | -0.38 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.30 | 0.10 | -3.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.45 | 0.06 | 7.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.41 | 0.18 | -2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.55 | 0.21 | -2.67 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.03 | 0.02 | -1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.19 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.03 | 0.02 | 1.53 | 0.13 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.03 | 0.00 | 33.44 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.05 | 0.00 | -32.19 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | -0.72 | 0.01 | -50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.05 | 0.00 | 24.44 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.01 | 0.00 | 5.19 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.65 | 0.01 | 43.35 | 0.00*** |
| Dev. normal) . DECLANES | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.03 | 0.00 | 7.44 | 0.00*** |
| Dev. uniform) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.02 | 0.00 | 14.97 | 0.00*** |
| Dev. uniform) . ACCESS | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -737.7188923246795
--------------------------------------------------------------------------------
bic: 1653.53
--------------------------------------------------------------------------------
MSE: 291.88
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.20 | 0.34 | -0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.43 | 0.15 | 9.81 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.46 | 0.29 | -1.61 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.03 | 0.03 | -0.95 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.29 | 0.26 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.03 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.00 | 0.01 | 0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.18 | 0.17 | -1.05 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.03 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.14 | 0.34 | -3.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.05 | 1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.01 | 0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.28 | 0.12 | -2.32 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.01 | 0.06 | 0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.03 | 0.14 | -0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.09 | 0.06 | -1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.57 | 0.12 | 4.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.05 | 0.08 | -0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.67 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.01 | 0.00 | 8.38 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.05 | 0.00 | -16.57 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.12 | 0.00 | -38.45 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | -0.23 | 0.01 | -36.70 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.02 | 0.00 | 7.22 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.05 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.07 | 0.00 | -45.80 | 0.00*** |
| Dev. uniform) . MXMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.08 | 0.00 | 49.50 | 0.00*** |
| Dev. uniform) . MXMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | no | 0.03 | 0.00 | 48.85 | 0.00*** |
| Dev. uniform) . MXGRADE | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | arcsinh | -0.39 | 0.14 | -2.80 | 0.01* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | | 0.02 | 0.02 | 1.19 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | | 0.00 | 0.03 | 0.16 | 0.87 |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -763.9423795895294
--------------------------------------------------------------------------------
bic: 1693.19
--------------------------------------------------------------------------------
MSE: 399.14
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.71 | 0.19 | -3.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.16 | 0.44 | -0.35 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.78 | 0.52 | -1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.40 | 0.12 | -3.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.03 | 0.04 | 0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.32 | 0.21 | 1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.09 | 0.05 | 1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.43 | 0.07 | 6.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | -0.08 | 0.11 | -0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.23 | 0.30 | -0.78 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.61 | 0.13 | 4.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.25 | 0.13 | 1.90 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.04 | 0.02 | 1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.46 | 0.19 | 2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.29 | 0.46 | -2.82 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 2.23 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.64 | 0.15 | -4.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.53 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.01 | 0.00 | -7.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.09 | 0.00 | -24.36 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -4.02 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.00 | 0.28 | 0.78 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.03 | 0.00 | -18.63 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.06 | 0.00 | 46.80 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.05 | 0.00 | -20.88 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | no | -0.27 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . MXGRADE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIGRADE: hetro | no | -0.01 | 0.09 | -0.13 | 0.89 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | 0.13 | 0.06 | 2.22 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIGRADE: hetro | | -0.34 | 0.06 | -5.89 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -750.1688975745267
--------------------------------------------------------------------------------
bic: 1698.61
--------------------------------------------------------------------------------
MSE: 386.00
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.46 | 0.62 | -0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.87 | 0.18 | 4.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.06 | 0.27 | 0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.12 | 0.05 | -2.22 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.09 | 0.27 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.40 | 0.21 | -6.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.09 | 1.27 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.27 | 0.09 | 2.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.07 | 0.22 | 0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.13 | 0.12 | -1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.13 | 0.15 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.07 | 0.06 | -1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.20 | 0.10 | 2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.24 | 0.11 | -2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.26 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.01 | 0.05 | -0.27 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.06 | -0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.03 | 0.03 | -1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.00 | 0.00 | 0.03 | 0.98 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.00 | 0.00 | 0.44 | 0.66 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.01 | 0.01 | 0.71 | 0.48 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.00 | 0.00 | -0.45 | 0.65 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.00 | 0.00 | 0.22 | 0.82 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.01 | 0.01 | 0.59 | 0.55 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.00 | 0.00 | -1.21 | 0.23 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -0.60 | 0.55 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.00 | 0.00 | -0.04 | 0.97 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.00 | 0.01 | 0.09 | 0.93 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.00 | 0.00 | 0.60 | 0.55 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.00 | 0.01 | -0.49 | 0.63 |
| Dev. uniform) . MIMEDSH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.00 | 0.00 | -0.23 | 0.82 |
| Dev. normal) . MIMEDSH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.00 | 0.00 | 0.11 | 0.92 |
| Dev. normal) . MIGRADE | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.04 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -751.1524582229612
--------------------------------------------------------------------------------
bic: 1679.90
--------------------------------------------------------------------------------
MSE: 512.87
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.40 | 0.85 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.20 | 0.15 | -1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.01 | 0.06 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.02 | 0.43 | -2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.04 | 0.06 | -0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.27 | 0.21 | 1.30 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.07 | 0.27 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.06 | 0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.09 | 1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.02 | 0.11 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.04 | 0.13 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.03 | 0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.27 | 0.22 | -1.19 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.94 | 0.50 | -1.90 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.22 | 0.19 | 6.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.23 | 0.15 | -1.58 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.15 | 0.10 | 1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.00 | 0.00 | 0.03 | 0.98 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.01 | 0.02 | -0.63 | 0.53 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.02 | 0.01 | -2.99 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.01 | 0.01 | -0.86 | 0.39 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.01 | 0.14 | 0.89 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.00 | 0.00 | 4.13 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.04 | 0.01 | -6.45 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -0.21 | 0.84 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.17 | 0.01 | -15.95 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.15 | 0.02 | -7.35 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.07 | 0.01 | -11.47 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.27 | 0.02 | 14.29 | 0.00*** |
| uniform) . LENGTH (Std. | | | | | |
| Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.26 | 0.01 | 21.67 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.07 | 0.01 | -6.28 | 0.00*** |
| Dev. lm_normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.26 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -774.8896287603263
--------------------------------------------------------------------------------
bic: 1697.91
--------------------------------------------------------------------------------
MSE: 11376.66
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.74 | 0.27 | -2.72 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.02 | 0.02 | 0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.35 | 0.20 | -6.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.60 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.18 | 0.08 | 2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.00 | 0.03 | 0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | -0.09 | 0.09 | -0.95 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.43 | 0.14 | -3.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.12 | 0.18 | -0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -2.45 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.01 | 0.06 | 0.18 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.31 | 0.02 | 13.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.11 | 0.05 | -2.33 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.17 | 0.23 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | -1.03 | 0.02 | -50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.07 | 0.00 | 24.52 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.01 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.14 | 0.00 | -41.71 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.11 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.04 | 0.00 | 12.76 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.06 | 0.00 | -23.44 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.03 | 0.00 | 11.27 | 0.00*** |
| lm_normal) . LENGTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.17 | 0.01 | 30.02 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | arcsinh | -0.03 | 0.01 | -3.44 | 0.00*** |
| Dev. tn_normal) . FC | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | no | 0.31 | 0.18 | 1.67 | 0.10 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | 0.02 | 0.04 | 0.59 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | 0.00 | 0.03 | 0.09 | 0.93 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.1724128377156
--------------------------------------------------------------------------------
bic: 1662.65
--------------------------------------------------------------------------------
MSE: 239.85
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.16 | 0.82 | -0.20 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.23 | 0.17 | -1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.02 | 0.02 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.22 | 0.29 | -0.78 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.16 | 0.26 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.01 | 1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.25 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.09 | 0.21 | 0.42 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.21 | 0.15 | 1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.37 | 0.21 | 6.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.23 | 0.52 | -0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.07 | 0.11 | 0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.02 | 0.02 | 0.95 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.02 | 0.10 | -0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.25 | 0.17 | -1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.25 | 0.15 | -1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.09 | 0.30 | 0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.27 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | -0.09 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.04 | 0.01 | -4.84 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.02 | 0.01 | -4.42 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.03 | 0.01 | -4.17 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.01 | 0.00 | -3.97 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -2.10 | 0.03 | -50.00 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.04 | 0.01 | 4.29 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | no | 0.28 | 0.01 | 32.98 | 0.00*** |
| Dev. triangular) . URB | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group 0 | log | -0.04 | 0.05 | -0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -1.05 | 0.36 | -2.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group | | 0.06 | 0.02 | 3.11 | 0.00*** |
| 0:normal:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -741.542247700483
--------------------------------------------------------------------------------
bic: 1642.00
--------------------------------------------------------------------------------
MSE: 240.18
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.24 | 0.37 | -0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.04 | 0.11 | 9.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.36 | 0.14 | -2.54 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.62 | 0.29 | -2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.14 | 0.18 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.07 | 0.18 | -0.38 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.08 | 0.10 | 0.82 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.00 | 0.01 | -0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.91 | 0.29 | -3.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.15 | 0.06 | 2.45 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.36 | 0.10 | -3.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.10 | 0.02 | 4.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.01 | 0.02 | -0.41 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.56 | 0.19 | -2.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | 0.02 | 0.05 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.11 | 0.04 | 3.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.01 | 0.01 | -0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.04 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.86 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.05 | 0.00 | 18.46 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.01 | 0.00 | 21.50 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.02 | 0.00 | -9.82 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.13 | 0.01 | 15.57 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.11 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.00 | 0.00 | -6.52 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.08 | 0.00 | -20.75 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.02 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . MIMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.07 | 0.00 | 18.25 | 0.00*** |
| Dev. normal) . MIMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.05 | 0.00 | -16.23 | 0.00*** |
| Dev. normal) . GRADEBR | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -771.1959871654923
--------------------------------------------------------------------------------
bic: 1686.13
--------------------------------------------------------------------------------
MSE: 12118.59
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.66 | 1.15 | -0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.25 | 0.05 | 5.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.10 | 0.09 | 1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.30 | 0.10 | -3.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.25 | 0.23 | -1.07 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.03 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.70 | 0.18 | -3.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.04 | 0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.40 | 0.06 | 6.48 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.06 | 0.06 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.22 | 0.11 | 2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.01 | 0.12 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.83 | 0.38 | -4.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.38 | 0.19 | 2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.00 | 0.02 | -0.00 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.30 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.04 | 0.00 | -14.27 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.15 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.12 | 0.00 | -32.23 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.03 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | no | 0.07 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . DOUBLE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group 0 | no | -0.14 | 0.04 | -3.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | no | -0.00 | 0.05 | -0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | no | 0.06 | 0.02 | 2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 0 | | 0.15 | 0.06 | 2.34 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group | | -0.07 | 0.02 | -4.42 | 0.00*** |
| 0:lm_normal:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -777.4771843872128
--------------------------------------------------------------------------------
bic: 1718.26
--------------------------------------------------------------------------------
MSE: 4772.31
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.60 | 0.19 | -3.22 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.01 | 0.12 | -0.08 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.08 | 0.03 | 2.82 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.13 | 0.24 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.39 | 0.11 | 3.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.74 | 0.17 | -4.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.09 | 0.04 | 2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.99 | 0.50 | -1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.43 | 0.05 | 7.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | -0.02 | 0.03 | -0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.26 | 0.08 | -3.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.31 | 0.26 | -1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.33 | 0.09 | -3.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.45 | 0.06 | 8.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.05 | -1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.01 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.03 | 0.91 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.01 | 0.00 | -22.84 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.42 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.06 | 0.00 | 40.62 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.01 | 0.00 | 6.94 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.24 | 0.00 | -50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.00 | 0.00 | 0.07 | 0.94 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.01 | 0.01 | -1.34 | 0.18 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.09 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . FC | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.03 | 0.00 | -16.82 | 0.00*** |
| Dev. triangular) . FC | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.00 | 0.00 | -1.00 | 0.32 |
| Dev. triangular) . | | | | | |
| PEAKHR (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -776.9861704645416
--------------------------------------------------------------------------------
bic: 1689.42
--------------------------------------------------------------------------------
MSE: 290.29
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.59 | 1.27 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.51 | 0.22 | 2.34 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.09 | 0.47 | 0.18 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.10 | 0.04 | 2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.31 | 0.10 | 2.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.06 | 0.05 | 1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.47 | 0.09 | 5.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.10 | 0.31 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -1.10 | 0.37 | -2.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.16 | -1.22 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.70 | 0.23 | -3.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.92 | 0.41 | -2.26 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.12 | -0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.19 | 0.01 | -17.10 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.00 | 0.00 | 0.39 | 0.69 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.02 | 0.02 | 1.03 | 0.30 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.00 | 0.00 | -0.48 | 0.63 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -0.74 | 0.46 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.00 | 0.00 | -0.15 | 0.88 |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | arcsinh | 0.24 | 0.34 | 0.69 | 0.49 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | arcsinh | 0.30 | 0.28 | 1.05 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | arcsinh | 0.03 | 0.03 | 0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | | 0.03 | 0.03 | 1.05 | 0.29 |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.60 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -736.8656879242136
--------------------------------------------------------------------------------
bic: 1664.51
--------------------------------------------------------------------------------
MSE: 208.20
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.52 | 0.62 | -0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.87 | 0.08 | 10.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.29 | 0.17 | -1.68 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.04 | 0.02 | 2.11 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.33 | 0.09 | -3.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.03 | 0.12 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.26 | 0.15 | 1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.04 | -0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.02 | 4.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.38 | 0.15 | -2.55 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.13 | 0.09 | -1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.02 | 0.18 | -0.13 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.32 | 0.13 | -2.39 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.42 | 0.19 | -2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.22 | 0.11 | 2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.96 | 0.25 | -3.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.13 | 0.08 | 1.73 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.17 | 0.06 | 2.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.02 | 0.00 | 6.07 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.01 | 0.00 | 32.39 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.48 | 0.01 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.25 | 0.01 | 28.63 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.14 | 0.00 | 49.99 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.08 | 0.00 | -37.91 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.05 | 0.00 | -31.33 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.08 | 0.00 | -21.62 | 0.00*** |
| Dev. triangular) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.01 | 0.00 | -1.66 | 0.10 |
| uniform) . INCLANES | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.29 | 0.00 | -50.00 | 0.00*** |
| uniform) . MIMEDSH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.14 | 0.00 | 47.18 | 0.00*** |
| Dev. normal) . INCLANES | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.16 | 0.00 | -37.70 | 0.00*** |
| Dev. normal) . MIMEDSH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.10 | 0.01 | 9.28 | 0.00*** |
| Dev. normal) . SPEED | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.01 | 0.01 | 1.10 | 0.27 |
| Dev. normal) . INCLANES | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.25 | 0.01 | -36.76 | 0.00*** |
| Dev. normal) . MIMEDSH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.07 | 0.01 | 11.12 | 0.00*** |
| Dev. normal) . SPEED | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.20 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . CURVES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -747.2453562669009
--------------------------------------------------------------------------------
bic: 1648.51
--------------------------------------------------------------------------------
MSE: 281.73
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.00 | 0.19 | -5.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.10 | 0.03 | 3.78 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.03 | 0.01 | -2.17 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.05 | 0.14 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.02 | 0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.11 | 0.18 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.21 | 0.08 | -2.74 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.17 | 0.09 | 13.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.57 | 0.11 | -5.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.35 | 0.13 | -2.72 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.04 | -1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.02 | 0.05 | 0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.03 | 0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.55 | 0.11 | -4.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.03 | 0.05 | -0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.00 | 0.03 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.02 | 0.00 | -10.92 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.18 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 1.55 | 0.01 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.06 | 0.00 | 30.49 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.15 | 0.00 | 37.97 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.00 | 0.00 | -1.10 | 0.27 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.00 | 0.04 | 0.97 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 0.03 | 0.98 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.04 | 0.00 | 25.67 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -763.4467265992328
--------------------------------------------------------------------------------
bic: 1681.92
--------------------------------------------------------------------------------
MSE: 535.51
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.33 | 0.77 | -0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.18 | 0.12 | -1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.02 | 3.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.95 | 0.34 | -2.80 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.14 | 0.12 | -1.14 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.01 | 0.05 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.43 | 0.22 | 1.99 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.15 | 0.08 | 1.77 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.04 | -0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.02 | 0.06 | 0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.01 | 0.09 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.02 | 0.05 | 0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.54 | 0.06 | 9.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.61 | 0.28 | -2.17 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.03 | 0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.40 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.04 | 0.00 | -19.98 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.10 | 0.00 | -21.29 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.04 | 0.00 | -36.03 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.08 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) . WIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.02 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . WIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | no | 0.01 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MINRAD (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | sqrt | -0.41 | 0.16 | -2.59 | 0.01* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | no | -0.23 | 0.14 | -1.63 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | | 0.45 | 0.06 | 7.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | | 0.05 | 0.01 | 4.35 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -760.0934026857217
--------------------------------------------------------------------------------
bic: 1680.60
--------------------------------------------------------------------------------
MSE: 4841.11
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.85 | 0.18 | -4.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.81 | 0.21 | -3.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.12 | 0.04 | 2.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.01 | 0.06 | 0.12 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.00 | 0.16 | 0.02 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.03 | 0.05 | 0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.63 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.04 | 0.16 | -0.22 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.04 | 0.07 | -0.50 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.01 | 0.19 | -0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.08 | 0.04 | 2.26 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.07 | 0.02 | 4.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.06 | 0.91 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.00 | 0.03 | -0.00 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.33 | 0.10 | -13.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.20 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.10 | 0.00 | -35.11 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.01 | 0.00 | -7.43 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.01 | 0.00 | 10.65 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.11 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.02 | 0.00 | -23.63 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | arcsinh | 0.23 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . DOUBLE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | no | 0.52 | 0.06 | 9.20 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | log | 0.03 | 0.02 | 1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 0 | log | 0.12 | 0.13 | 0.97 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | sqrt | -0.37 | 0.24 | -1.56 | 0.12 |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 1 | | -0.01 | 0.00 | -3.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | | 0.06 | 0.02 | 3.22 | 0.00*** |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | | 0.01 | 0.00 | 6.84 | 0.00*** |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.3949603584947
--------------------------------------------------------------------------------
bic: 1670.28
--------------------------------------------------------------------------------
MSE: 231.02
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.56 | 0.93 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.98 | 0.13 | 7.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.30 | 0.36 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.16 | 0.37 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.63 | 0.14 | 4.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.07 | 0.04 | -1.81 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.18 | 0.18 | 1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.03 | 0.09 | 0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.03 | 0.09 | -0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.55 | 0.39 | -4.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.30 | 0.08 | -3.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.06 | 1.85 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.07 | 2.61 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.12 | 0.10 | 1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.24 | 0.11 | -2.23 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.35 | 0.12 | -2.82 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.04 | -2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.10 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.00 | 0.02 | -0.31 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.39 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.08 | 0.09 | 0.89 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.03 | 0.05 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.19 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 1.02 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.00 | 0.00 | 4.31 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.04 | 0.00 | -32.56 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.02 | 0.00 | 15.77 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 3.76 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.05 | 0.00 | -19.89 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.01 | 0.00 | 7.82 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.03 | 0.00 | 16.18 | 0.00*** |
| Dev. uniform) . GRADEBR | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -720.8942747889657
--------------------------------------------------------------------------------
bic: 1594.81
--------------------------------------------------------------------------------
MSE: 242.34
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.88 | 0.28 | -3.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.17 | 0.14 | -1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.10 | 0.05 | -2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.11 | 0.23 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.06 | 3.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.36 | 0.28 | -1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 3.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.01 | 0.15 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.94 | 0.09 | 9.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.13 | 0.17 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.62 | 0.01 | -43.42 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.02 | 0.00 | 10.20 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.00 | 0.00 | 2.92 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -0.76 | 0.45 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.00 | 0.00 | 4.32 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.22 | 0.00 | -45.95 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.02 | 0.02 | -1.21 | 0.23 |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.04 | 0.01 | -4.05 | 0.00*** |
| uniform) . LENGTH (Std. | | | | | |
| Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . LENGTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | no | 0.01 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | arcsinh | 0.01 | 0.07 | 0.16 | 0.88 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -1.52 | 0.13 | -11.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | | 0.08 | 0.03 | 2.53 | 0.01* |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -731.6304049663689
--------------------------------------------------------------------------------
bic: 1659.93
--------------------------------------------------------------------------------
MSE: 262.79
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.04 | 0.46 | 0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.19 | 0.11 | 10.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.02 | 3.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.10 | 0.20 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.01 | 0.11 | -0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.81 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.02 | 1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.03 | 0.07 | -0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.05 | 0.03 | -1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.06 | 1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.16 | 0.05 | 3.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.33 | 0.09 | 3.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.62 | 0.09 | -6.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.04 | 0.02 | 1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.02 | 0.08 | 0.26 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.33 | 0.09 | -3.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.11 | 0.03 | -3.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.22 | 0.11 | -1.99 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.02 | 0.04 | 0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.13 | 0.19 | -5.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.10 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.04 | 0.00 | 21.39 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.02 | 0.00 | -5.47 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -6.28 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.37 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.34 | 0.01 | 26.96 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.03 | 0.00 | -10.51 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.02 | 0.00 | 31.08 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.65 | 0.01 | 45.91 | 0.00*** |
| uniform) . MIMEDSH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.18 | 0.01 | -27.08 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.37 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.01 | 0.01 | -2.06 | 0.04* |
| Dev. lm_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.03 | 0.00 | -14.90 | 0.00*** |
| Dev. lm_normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.01 | 0.00 | 7.90 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MIGRADE (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -752.1169379780723
--------------------------------------------------------------------------------
bic: 1663.26
--------------------------------------------------------------------------------
MSE: 219.38
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.60 | 0.73 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.03 | 0.18 | 5.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.07 | 0.30 | -0.25 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.07 | 0.38 | -0.18 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.08 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.29 | 0.28 | -1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.06 | 0.34 | 0.18 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.07 | 0.13 | 0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.03 | 0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.20 | 0.15 | -1.30 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.16 | 0.17 | 0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.08 | 0.22 | -0.38 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.18 | -0.93 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.06 | 0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.06 | 0.12 | -0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.16 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.27 | 0.33 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | -0.03 | 0.01 | -2.01 | 0.05. |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.30 | 0.02 | 13.47 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.00 | 0.00 | 2.01 | 0.05. |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.01 | 0.01 | -0.52 | 0.60 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -0.13 | 0.90 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.00 | 0.00 | 0.96 | 0.34 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIGRADE: hetro | no | 0.01 | 0.07 | 0.16 | 0.87 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | no | 0.02 | 0.07 | 0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | log | -1.25 | 0.45 | -2.75 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIGRADE: hetro | | 0.03 | 0.20 | 0.14 | 0.89 |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.20 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.8136736082395
--------------------------------------------------------------------------------
bic: 1659.83
--------------------------------------------------------------------------------
MSE: 14708.57
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.51 | 0.41 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.78 | 0.33 | -2.40 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.40 | 0.08 | -4.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.81 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.02 | 3.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.01 | 0.08 | 0.08 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.06 | 3.59 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.14 | 0.08 | 1.68 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.25 | 0.03 | 7.22 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.21 | 0.08 | 2.49 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.02 | 3.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.00 | 0.04 | -0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.12 | 0.08 | 1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.04 | 0.07 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.03 | 0.87 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.90 | 0.44 | -2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.05 | 1.63 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.20 | 0.09 | 2.19 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.38 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.12 | 0.00 | -40.85 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 5.51 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | -0.01 | 0.00 | -8.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.18 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.01 | 0.00 | -7.07 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.05 | 0.00 | 46.01 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.06 | 0.00 | 13.17 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | no | -0.02 | 0.00 | -6.38 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | -0.75 | 0.09 | -8.48 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS: hetro group 0 | | -0.54 | 0.14 | -4.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | 0.22 | 0.01 | 16.31 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -752.7501288730269
--------------------------------------------------------------------------------
bic: 1675.20
--------------------------------------------------------------------------------
MSE: 229.66
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -4.08 | 0.17 | -23.75 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.04 | -1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.42 | 0.16 | -2.66 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.08 | 0.04 | -1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.07 | 0.07 | 1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.01 | 0.02 | -0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.01 | 0.06 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | 0.04 | 0.05 | 0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.50 | 0.10 | -5.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.21 | 0.09 | -2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.01 | 0.73 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.39 | 0.06 | -6.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.97 | 0.08 | 12.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.54 | 0.13 | 4.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.21 | 0.12 | -1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.02 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.03 | 0.00 | -15.85 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.00 | 0.00 | 4.09 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.23 | 0.01 | -37.49 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | -0.01 | 0.00 | -1.26 | 0.21 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.54 | 0.02 | 35.72 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.04 | 0.00 | -17.28 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.26 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.40 | 0.01 | 50.00 | 0.00*** |
| triangular) . LENGTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.01 | 0.00 | -3.70 | 0.00*** |
| triangular) . MXMEDSH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.35 | 0.01 | 40.65 | 0.00*** |
| Dev. triangular) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.00 | 0.00 | -2.14 | 0.03* |
| Dev. triangular) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.00 | 0.00 | -2.08 | 0.04* |
| Dev. triangular) . URB | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -749.4337636382371
--------------------------------------------------------------------------------
bic: 1679.86
--------------------------------------------------------------------------------
MSE: 251.53
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.61 | 0.92 | -2.82 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.12 | 0.12 | 9.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.42 | 0.15 | -2.78 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.43 | 0.16 | 2.76 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.04 | 0.10 | -0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.05 | 0.04 | 1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.36 | 0.17 | -2.09 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.02 | 0.07 | 0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.01 | 0.08 | 0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.05 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.12 | 0.09 | 1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.29 | 0.07 | 4.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.01 | 0.00 | -1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.00 | 0.04 | -0.08 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | -0.01 | 0.13 | -0.08 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.02 | 0.08 | 0.31 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.03 | 0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.69 | 0.11 | -6.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.17 | 0.06 | 2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.31 | 0.08 | 3.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.10 | 0.09 | -1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.16 | 0.18 | -0.89 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | -0.01 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.16 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.08 | 0.01 | -13.97 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.03 | 0.00 | -32.95 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.03 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.12 | 0.01 | -11.79 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.12 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.09 | 0.00 | -21.68 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.04 | 0.00 | -8.86 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.24 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| CURVES (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -766.5586387570725
--------------------------------------------------------------------------------
bic: 1681.75
--------------------------------------------------------------------------------
MSE: 1048.60
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.18 | 0.25 | -8.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.05 | 0.08 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.03 | 2.72 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.52 | 0.17 | -2.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.05 | 0.10 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.11 | 0.17 | 0.65 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.34 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.03 | 0.09 | 0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.00 | 0.02 | 0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.63 | 0.05 | -13.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.32 | 0.06 | 4.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.43 | 0.08 | 5.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -1.33 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.19 | 0.02 | 9.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.55 | 0.10 | -5.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.18 | 0.07 | 2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.02 | 0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.25 | 0.15 | -1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.06 | 1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.28 | 0.08 | -3.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.01 | 0.00 | 17.82 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.26 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.06 | 0.00 | 29.18 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.08 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.17 | 0.00 | 45.66 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.30 | 0.01 | -43.57 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.58 | 0.00 | -50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -727.1821068608973
--------------------------------------------------------------------------------
bic: 1624.57
--------------------------------------------------------------------------------
MSE: 383.90
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.51 | 2.25 | -0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.35 | 0.12 | -2.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.10 | 0.08 | 1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.02 | 2.62 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.05 | 0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.35 | 0.39 | -3.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.17 | 0.05 | 3.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.02 | 0.02 | 1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.00 | 0.05 | -0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.05 | 0.08 | 13.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.16 | 0.08 | -2.03 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | 0.03 | 0.15 | 0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.12 | 0.18 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.05 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.04 | 0.08 | -0.56 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.01 | 0.10 | -0.06 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.12 | 0.12 | -1.03 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.28 | 0.09 | -3.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.05 | 0.00 | -13.81 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.02 | 0.00 | 13.95 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.11 | 0.00 | 41.07 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.05 | 0.00 | -28.85 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.01 | 0.00 | -1.52 | 0.13 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.06 | 0.00 | -32.62 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.58 | 0.01 | 50.00 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.99 | 0.01 | -50.00 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.03 | 0.00 | 44.97 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.44 | 0.01 | -42.07 | 0.00*** |
| uniform) . URB (Std. | | | | | |
| Dev. triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.05 | 0.00 | 36.02 | 0.00*** |
| Dev. normal) . URB | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.21 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . TRAIN | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -735.5321686733188
--------------------------------------------------------------------------------
bic: 1652.55
--------------------------------------------------------------------------------
MSE: 401.73
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.44 | 0.32 | -1.39 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.32 | 0.12 | 10.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.07 | 0.12 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | -0.07 | 0.20 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.16 | 0.24 | -0.67 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.41 | 0.20 | 2.03 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.05 | 0.04 | 1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.08 | 2.03 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.03 | 0.02 | -1.47 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.05 | 0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.14 | 0.08 | 1.73 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.37 | 0.22 | -6.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.05 | 0.09 | -0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.05 | 1.33 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.03 | -1.76 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.01 | 0.04 | -0.21 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.40 | 0.08 | -4.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.16 | 0.05 | 2.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.03 | 0.00 | 33.14 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.13 | 0.00 | 28.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.04 | 0.00 | -46.61 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.06 | 0.01 | -10.71 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.02 | 0.00 | 9.22 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.14 | 0.00 | -50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.05 | 0.00 | -45.93 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.22 | 0.00 | 49.15 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.07 | 0.00 | -37.69 | 0.00*** |
| lm_normal) . FC (Std. | | | | | |
| Dev. tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.03 | 0.00 | 28.66 | 0.00*** |
| Dev. uniform) . FC | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.14 | 0.00 | 39.44 | 0.00*** |
| Dev. uniform) . TRAIN | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.09 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . FC | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.08 | 0.00 | -26.46 | 0.00*** |
| Dev. triangular) . | | | | | |
| TRAIN (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.14 | 0.00 | 36.98 | 0.00*** |
| Dev. triangular) . | | | | | |
| ADTLANE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -780.0178944090667
--------------------------------------------------------------------------------
bic: 1714.56
--------------------------------------------------------------------------------
MSE: 252.07
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.75 | 0.12 | -6.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.06 | 0.03 | -1.96 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.67 | 0.09 | 7.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | 0.02 | 0.23 | 0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | 0.03 | 0.12 | 0.21 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.14 | 0.09 | 1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.05 | -0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.04 | 1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.55 | 0.06 | 8.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | -0.05 | 0.09 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.50 | 0.08 | -6.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.03 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.06 | 0.02 | 3.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.81 | 0.13 | -13.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.08 | 0.06 | -1.39 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.52 | 0.05 | 9.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -1.02 | 0.19 | -5.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.27 | 0.01 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | -0.00 | 0.00 | -2.91 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.02 | 0.00 | 8.66 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.01 | 0.00 | 3.47 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.06 | 0.01 | -10.99 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.33 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.15 | 0.00 | 45.26 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | no | -0.48 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . CURVES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | arcsinh | -0.33 | 0.06 | -5.20 | 0.00*** |
| 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | | 0.02 | 0.02 | 0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | 0.05 | 0.01 | 5.27 | 0.00*** |
| 0:lm_normal:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -761.6516452230317
--------------------------------------------------------------------------------
bic: 1673.43
--------------------------------------------------------------------------------
MSE: 3587.49
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.01 | 0.53 | -0.02 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | 0.08 | 0.08 | 0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.02 | 4.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.12 | -1.30 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.01 | 0.17 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.01 | 1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.02 | 0.07 | 0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.10 | 1.54 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.04 | 0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.33 | 0.08 | -3.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.55 | 0.94 | -0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.83 | 0.91 | -0.91 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.21 | 0.03 | 6.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.87 | 0.18 | -4.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.09 | 0.03 | 3.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.09 | 0.00 | 45.35 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.04 | 0.00 | 46.82 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.09 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.05 | 0.00 | 14.82 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.02 | 0.00 | 24.54 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.32 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.01 | 0.00 | -5.85 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | arcsinh | -0.01 | 0.00 | -6.86 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | arcsinh | 0.18 | 0.08 | 2.23 | 0.03* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 0 | | -0.13 | 0.07 | -1.95 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | | 0.02 | 0.13 | 0.14 | 0.89 |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.6670136815108
--------------------------------------------------------------------------------
bic: 1638.57
--------------------------------------------------------------------------------
MSE: 232.01
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.32 | 0.67 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.04 | 0.05 | -0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.04 | 1.83 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.14 | 0.14 | -1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.11 | 0.04 | -2.71 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.09 | 0.24 | -0.35 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.04 | 1.76 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.07 | 0.12 | -0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.96 | 0.13 | 7.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.13 | 0.10 | 1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.02 | 0.05 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.08 | 1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.24 | 0.08 | 2.81 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.05 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.02 | 0.02 | -0.71 | 0.48 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.00 | 0.00 | 0.01 | 0.99 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.00 | 0.00 | -0.13 | 0.89 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.00 | 0.01 | -0.28 | 0.78 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.12 | 0.01 | 9.47 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.00 | 0.01 | 0.39 | 0.70 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | -0.04 | 0.25 | -0.18 | 0.86 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH: hetro group 0 | no | -0.01 | 0.01 | -0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | arcsinh | -1.39 | 0.28 | -4.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | arcsinh | -0.17 | 0.12 | -1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | 0.00 | 0.01 | 0.05 | 0.96 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.19 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -724.625226862839
--------------------------------------------------------------------------------
bic: 1608.67
--------------------------------------------------------------------------------
MSE: 388.87
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.74 | 0.17 | -4.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.01 | 0.07 | 14.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.51 | 0.12 | -4.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.31 | 0.14 | 2.23 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.13 | 0.12 | -1.07 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.44 | 0.16 | 2.70 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.04 | 2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.02 | 0.07 | -0.30 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.07 | 0.08 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.30 | 0.19 | -1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.02 | 0.03 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.26 | 0.07 | 3.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.09 | 0.03 | -2.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.05 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.24 | 0.05 | -4.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | 0.04 | 0.07 | 0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.06 | 0.06 | 1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.17 | 0.06 | 2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.06 | 0.00 | -20.56 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.04 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.11 | 0.00 | -37.40 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.09 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.07 | 0.00 | 19.32 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | arcsinh | -0.19 | 0.01 | -16.77 | 0.00*** |
| tn_normal) . MIMEDSH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | arcsinh | 0.21 | 0.26 | 0.80 | 0.42 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | arcsinh | 0.02 | 0.02 | 1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -1.42 | 0.16 | -8.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | -0.06 | 0.00 | -13.43 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.5846175774177
--------------------------------------------------------------------------------
bic: 1652.58
--------------------------------------------------------------------------------
MSE: 224.65
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.74 | 0.53 | -1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.94 | 0.10 | 9.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.11 | 0.20 | -0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.14 | 0.11 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.12 | 0.12 | -1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.15 | 0.24 | -0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.24 | 0.17 | 1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.31 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.06 | 0.09 | 0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.03 | 0.30 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.55 | 0.11 | -5.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.07 | 0.03 | 2.40 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.09 | 0.06 | -1.50 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.04 | -1.91 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.08 | 0.11 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.02 | 0.05 | 0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.14 | 0.08 | 1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.04 | 0.09 | -0.48 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.41 | 0.08 | -5.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.24 | 0.05 | 4.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.00 | 0.32 | -0.01 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | -0.00 | 0.00 | -1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.05 | 0.01 | -8.62 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.14 | 0.00 | -37.23 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.01 | 0.00 | -7.65 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.04 | 0.00 | 25.64 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.08 | 0.00 | 16.54 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.27 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -733.5387932401026
--------------------------------------------------------------------------------
bic: 1636.78
--------------------------------------------------------------------------------
MSE: 335.00
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.66 | 0.40 | -4.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.24 | 0.14 | -1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.02 | 0.03 | 0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.03 | 2.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.15 | 0.12 | -1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.04 | 0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.78 | 0.27 | -2.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.17 | 0.11 | -1.50 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.04 | 0.07 | 0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.05 | 0.07 | -0.68 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.08 | -0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.17 | 0.15 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -2.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.20 | 0.09 | -2.38 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.01 | 0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.40 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.21 | 0.01 | -36.64 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.08 | 0.00 | -26.53 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.01 | 0.00 | 4.62 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.00 | 0.01 | 0.01 | 0.99 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.02 | 0.00 | -8.27 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.12 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -6.64 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.03 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.00 | 0.00 | 3.95 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | arcsinh | -0.01 | 0.00 | -5.10 | 0.00*** |
| Dev. normal) . ADTLANE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | sqrt | 1.13 | 0.11 | 10.59 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE: hetro group 0 | no | -0.19 | 0.19 | -1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 0 | | 0.11 | 0.05 | 2.10 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | | -0.37 | 0.05 | -7.63 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -727.610462850891
--------------------------------------------------------------------------------
bic: 1621.53
--------------------------------------------------------------------------------
MSE: 244.99
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.91 | 0.86 | -1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.43 | 0.11 | 12.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.18 | 0.14 | -1.27 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.09 | 0.04 | 2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.05 | -0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.32 | 0.15 | 2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.20 | 0.19 | 1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.03 | 0.01 | -2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.36 | 0.10 | -3.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.05 | 1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.18 | 0.10 | 1.85 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.21 | 0.12 | 1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.08 | 0.02 | -3.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.08 | 0.07 | 1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.28 | 0.21 | -6.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 1.06 | 0.01 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.10 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.08 | 0.00 | -18.75 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.02 | 0.00 | -24.54 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.12 | 0.00 | 30.69 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| DOUBLE (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.35 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . DOUBLE | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | no | 0.09 | 0.00 | 35.41 | 0.00*** |
| Dev. normal) . GRADEBR | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | no | -0.46 | 0.18 | -2.56 | 0.01* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | no | 0.02 | 0.04 | 0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | sqrt | 0.00 | 0.04 | 0.13 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | no | -0.15 | 0.19 | -0.80 | 0.42 |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 1 | | 0.00 | 0.01 | 0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | | -0.15 | 0.02 | -8.68 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | | 0.01 | 0.02 | 0.54 | 0.59 |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -757.9168100046411
--------------------------------------------------------------------------------
bic: 1674.25
--------------------------------------------------------------------------------
MSE: 436.98
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.39 | 0.83 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.13 | 0.02 | 6.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.02 | 4.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.84 | 0.28 | -2.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.32 | 0.11 | -2.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.20 | 0.10 | 1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.02 | 0.03 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.06 | 1.58 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.24 | 0.09 | 2.55 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.74 | 0.14 | -5.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.08 | 0.08 | 0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.26 | 0.16 | -1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.37 | 0.09 | -4.22 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.35 | 0.06 | 6.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.01 | 0.02 | 0.50 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.05 | 0.02 | 3.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.44 | 0.01 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.09 | 0.00 | 27.84 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.06 | 0.00 | 14.17 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.04 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.15 | 0.00 | -39.50 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.01 | 0.00 | -6.15 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.01 | 0.00 | -19.42 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | no | 0.05 | 0.00 | 24.39 | 0.00*** |
| Dev. normal) . CURVES | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group 0 | arcsinh | -0.01 | 0.04 | -0.18 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR: hetro group 0 | no | 0.20 | 0.06 | 3.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | no | 0.01 | 0.04 | 0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -0.02 | 0.01 | -2.37 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group | | -0.01 | 0.00 | -2.22 | 0.03* |
| 0:tn_normal:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -737.9810925468838
--------------------------------------------------------------------------------
bic: 1624.59
--------------------------------------------------------------------------------
MSE: 211.83
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.12 | 0.81 | 0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.04 | 0.03 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.22 | 0.16 | -1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.06 | 0.14 | 0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.02 | 3.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.22 | 0.14 | -1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.00 | 0.04 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.84 | 0.18 | -4.63 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.18 | 0.06 | 3.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.29 | 0.11 | 2.64 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.46 | 0.20 | -2.27 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.32 | 0.16 | -2.05 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.00 | 0.05 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.26 | 0.10 | -2.64 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.07 | 0.07 | -1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -1.12 | 0.01 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | -0.00 | 0.00 | -3.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.06 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.03 | 0.00 | 11.99 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | no | -0.01 | 0.00 | -2.84 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| ADTLANE (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | arcsinh | -0.12 | 0.23 | -0.53 | 0.60 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH: hetro group 0 | arcsinh | 0.51 | 0.16 | 3.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | no | 0.99 | 0.07 | 13.85 | 0.00*** |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB: hetro group 1 | | -0.27 | 0.12 | -2.24 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | | 0.54 | 0.07 | 7.20 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | | -0.17 | 0.09 | -1.94 | 0.05. |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -790.8263962160197
--------------------------------------------------------------------------------
bic: 1738.57
--------------------------------------------------------------------------------
MSE: 416.50
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.42 | 0.24 | -1.73 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.02 | 0.09 | 0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.69 | 0.15 | -4.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.04 | -1.90 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.52 | 0.25 | 2.12 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.10 | 0.03 | 2.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.53 | 0.10 | 5.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -1.23 | 0.16 | -7.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.11 | 0.05 | 2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.73 | 0.05 | 14.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | -0.00 | 0.03 | -0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.67 | 0.10 | -6.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.12 | 0.09 | 1.43 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.84 | 0.16 | -5.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.07 | 0.00 | 45.38 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.01 | 0.00 | 5.23 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.03 | 0.00 | -18.54 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.04 | 0.00 | 36.87 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.02 | 0.00 | 30.21 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.01 | 0.00 | 4.46 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.37 | 0.01 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.36 | 0.00 | -50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.02 | 0.00 | -26.07 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.02 | 0.00 | -9.69 | 0.00*** |
| tn_normal) . INCLANES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.03 | 0.00 | -10.56 | 0.00*** |
| Dev. normal) . INCLANES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.23 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . TRAIN | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -719.924035310103
--------------------------------------------------------------------------------
bic: 1605.66
--------------------------------------------------------------------------------
MSE: 823.00
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.88 | 0.91 | -0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.13 | 0.17 | -0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.23 | 0.20 | -1.19 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.03 | 0.01 | -2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.22 | 0.11 | -2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.15 | 0.14 | 1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.00 | 0.01 | 0.09 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.08 | 0.07 | -1.24 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.74 | 0.26 | -2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.03 | 0.04 | 0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.22 | 0.11 | 10.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.59 | 0.11 | 5.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.15 | 0.19 | -0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.19 | 0.07 | 2.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.09 | 0.14 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.95 | 0.27 | -3.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 2.05 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.00 | 0.00 | -2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.11 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.10 | 0.00 | -44.83 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.06 | 0.00 | 24.90 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.04 | 0.00 | -17.32 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.01 | 0.00 | 2.78 | 0.01* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.14 | 0.00 | 35.71 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.08 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -26.98 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.02 | 0.00 | -19.43 | 0.00*** |
| Dev. lm_normal) . WIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.01 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . WIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.01 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . MINRAD | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -735.1568568686058
--------------------------------------------------------------------------------
bic: 1640.02
--------------------------------------------------------------------------------
MSE: 349.03
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.28 | 0.49 | -2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.03 | 2.03 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.12 | -1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.04 | -1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.01 | 0.01 | 1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.19 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.00 | 0.04 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.27 | 0.09 | -2.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.06 | 1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.22 | 0.06 | 3.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.22 | 0.14 | 8.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.48 | 0.10 | -4.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.04 | 0.04 | 0.89 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.15 | 0.19 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.05 | 0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.11 | 0.08 | -1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.22 | 0.23 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.54 | 0.09 | -5.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.10 | 0.10 | -1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.89 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.01 | 0.00 | 3.35 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.05 | 0.00 | 40.75 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.03 | 0.00 | -5.70 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.06 | 0.01 | -11.30 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.04 | 0.00 | 19.47 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.15 | 0.00 | 39.33 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.68 | 0.01 | -50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.02 | 0.00 | -33.65 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.14 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . TRAIN | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -749.3685448155921
--------------------------------------------------------------------------------
bic: 1659.15
--------------------------------------------------------------------------------
MSE: 233.94
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.71 | 0.19 | -3.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.04 | 0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.22 | 0.09 | -2.40 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.10 | 0.15 | -0.70 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.05 | 0.08 | -0.65 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.01 | 1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.14 | 0.07 | 2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.41 | 0.11 | 12.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.02 | 3.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.35 | 0.11 | -3.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.04 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.58 | 0.08 | -19.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.05 | 1.77 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.44 | 0.20 | -2.24 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.05 | 0.11 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.12 | 0.01 | 19.88 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.12 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.02 | 0.00 | 12.57 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.22 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.01 | 0.00 | -1.59 | 0.11 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.06 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.03 | 0.00 | 9.85 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.27 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.04 | 0.00 | 22.03 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | sqrt | -0.15 | 0.00 | -33.36 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DOUBLE: hetro | no | -0.02 | 0.15 | -0.16 | 0.88 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | | -0.01 | 0.04 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| main: DOUBLE: hetro | | -0.17 | 0.14 | -1.22 | 0.22 |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -749.9045755511271
--------------------------------------------------------------------------------
bic: 1660.22
--------------------------------------------------------------------------------
MSE: 234.36
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.13 | 0.61 | -0.21 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.97 | 0.09 | 10.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.02 | 0.17 | -0.09 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.45 | 0.45 | -1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.12 | 0.09 | -1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.04 | -1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 3.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.02 | 0.20 | -0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -4.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.06 | 4.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.23 | 0.10 | 2.26 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.03 | 0.10 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.05 | -0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.19 | 0.51 | -2.34 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.13 | 0.24 | -0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.11 | 0.08 | -1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.02 | 0.22 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.00 | 0.00 | 1.24 | 0.22 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.08 | 0.00 | 19.51 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.06 | 0.00 | 46.18 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.11 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | -1.22 | 0.02 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.11 | 0.00 | 50.00 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.02 | 0.00 | 10.59 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.35 | 0.01 | 50.00 | 0.00*** |
| uniform) . DECLANES | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.02 | 0.00 | -11.57 | 0.00*** |
| Dev. triangular) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.07 | 0.00 | -48.53 | 0.00*** |
| Dev. triangular) . | | | | | |
| WIDTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -747.4727649119685
--------------------------------------------------------------------------------
bic: 1669.54
--------------------------------------------------------------------------------
MSE: 259.02
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.89 | 0.23 | -8.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.48 | 0.20 | -2.42 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.01 | 0.01 | -0.93 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.10 | 0.02 | 4.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.23 | 0.12 | -1.95 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.31 | 0.09 | 3.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.08 | 0.13 | 0.64 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.03 | 2.31 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.10 | 0.08 | -1.14 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.13 | 0.05 | 2.57 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.31 | 0.05 | 6.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.11 | 0.02 | 4.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.10 | 0.13 | 8.63 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.09 | 0.03 | -2.78 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.26 | 0.10 | -2.48 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.07 | 0.04 | 1.91 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.17 | 0.04 | -4.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | -0.05 | 0.08 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.65 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.64 | 0.04 | -14.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.01 | -1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.20 | 0.09 | 2.28 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.03 | 0.00 | 11.84 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 0.77 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.09 | 0.00 | 41.57 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.00 | 0.00 | 1.02 | 0.31 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.01 | 0.00 | 6.55 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.03 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -2.46 | 0.01* |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.10 | 0.00 | -48.67 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -729.6029806127532
--------------------------------------------------------------------------------
bic: 1613.23
--------------------------------------------------------------------------------
MSE: 319.72
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.52 | 0.45 | -1.14 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.99 | 0.07 | 14.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.14 | 0.31 | -0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.05 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.01 | 0.04 | -0.20 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.27 | 0.20 | 1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 2.58 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.30 | 0.16 | -1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -3.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.16 | 0.08 | -2.05 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.06 | 3.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.46 | 0.28 | -1.67 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.00 | 0.03 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.49 | 0.18 | 2.76 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.29 | 0.11 | -2.72 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.04 | -0.17 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.05 | 0.05 | 1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.19 | 0.27 | -4.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.01 | 0.05 | -0.17 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.05 | 0.00 | -26.54 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.05 | 0.00 | 46.18 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.06 | 0.00 | -28.36 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 0.68 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.02 | 0.01 | -1.59 | 0.11 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.12 | 0.01 | 24.36 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.21 | 0.00 | 50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.02 | 0.00 | -4.57 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.29 | 0.00 | -50.00 | 0.00*** |
| triangular) . SPEED | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -771.5829746593175
--------------------------------------------------------------------------------
bic: 1702.58
--------------------------------------------------------------------------------
MSE: 4540.29
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.43 | 1.33 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | 0.06 | 0.44 | 0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.01 | 0.06 | 0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.62 | 0.15 | 4.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.21 | 0.11 | -1.91 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.40 | 0.06 | 6.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.37 | 0.16 | -2.28 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.15 | 0.02 | 6.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.04 | -0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.51 | 0.01 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.20 | 0.01 | 24.04 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.01 | 0.00 | 5.58 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | -1.01 | 0.01 | -50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.07 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.01 | 0.00 | 7.57 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.12 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . INCLANES | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.25 | 0.01 | 36.89 | 0.00*** |
| Dev. normal) . INCLANES | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | arcsinh | 0.09 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . CURVES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | arcsinh | 0.34 | 0.24 | 1.43 | 0.15 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | sqrt | -1.24 | 0.22 | -5.69 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 0 | no | 0.08 | 0.17 | 0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | no | -0.12 | 0.04 | -3.05 | 0.00*** |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC: hetro group 1 | no | -0.07 | 0.06 | -1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF: hetro group 1 | arcsinh | 0.07 | 0.04 | 1.90 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 1 | log | 0.03 | 0.02 | 1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 1 | | -0.46 | 0.09 | -5.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | 0.34 | 0.08 | 4.37 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | | 0.02 | 0.00 | 7.03 | 0.00*** |
| group 1:normal:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -739.3661369924214
--------------------------------------------------------------------------------
bic: 1658.33
--------------------------------------------------------------------------------
MSE: 704.42
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.44 | 0.28 | -5.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.07 | 0.14 | 7.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.05 | 0.07 | 0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.02 | 0.08 | 0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.00 | 0.08 | -0.00 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.04 | 1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.05 | 0.27 | -0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.03 | 0.08 | 0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -1.35 | 0.23 | -5.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.12 | 0.16 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.14 | 0.18 | 0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.18 | 0.10 | 1.88 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -2.30 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.29 | 0.29 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.00 | 0.03 | 0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.00 | 0.00 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.00 | 0.01 | 0.11 | 0.91 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 0.01 | 0.02 | 0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.00 | 0.00 | 0.13 | 0.90 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.00 | 0.00 | -0.10 | 0.92 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.00 | 0.00 | 2.45 | 0.02* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -1.00 | 0.02 | -50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.01 | 0.00 | 5.35 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.00 | 0.10 | 0.92 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.17 | 0.00 | 33.63 | 0.00*** |
| Dev. normal) . DOUBLE | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.02 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| DOUBLE (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -5.27 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MINRAD (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | 0.05 | 0.17 | 0.30 | 0.76 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR: hetro group 0 | no | -0.00 | 0.02 | -0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | -0.00 | 0.09 | -0.01 | 0.99 |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 3.87 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -726.7528872312157
--------------------------------------------------------------------------------
bic: 1629.60
--------------------------------------------------------------------------------
MSE: 910.47
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.19 | 0.19 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.93 | 0.12 | 7.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.48 | 0.11 | 4.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.06 | 0.08 | -0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.00 | 0.03 | 0.02 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.01 | 0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.04 | 0.03 | -1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.79 | 0.13 | -6.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.27 | 0.06 | -4.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.24 | 0.09 | 2.75 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.51 | 0.10 | -4.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.02 | 0.06 | 0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.02 | 0.05 | 0.30 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.14 | 0.07 | 2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.65 | 0.11 | -5.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.31 | 0.08 | -4.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.23 | 0.14 | -1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.74 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.01 | 0.00 | -3.24 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.21 | 0.01 | -31.60 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.09 | 0.00 | -26.47 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.12 | 0.00 | -39.46 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.04 | 0.01 | -8.16 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.03 | 0.00 | 15.36 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.40 | 0.01 | 50.00 | 0.00*** |
| lm_normal) . SPEED | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.40 | 0.01 | 50.00 | 0.00*** |
| Dev. normal) . SPEED | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | arcsinh | 0.01 | 0.00 | 4.81 | 0.00*** |
| Dev. normal) . URB | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | arcsinh | -0.11 | 0.09 | -1.20 | 0.23 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | arcsinh | 0.28 | 0.11 | 2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 0 | | -0.08 | 0.05 | -1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | | 0.40 | 0.05 | 8.64 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.7543624785781
--------------------------------------------------------------------------------
bic: 1663.71
--------------------------------------------------------------------------------
MSE: 407.45
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.05 | 1.13 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.21 | 0.16 | -1.33 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.45 | 0.19 | -2.41 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.04 | -1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.14 | 0.20 | -0.73 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.02 | 2.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.16 | 0.05 | 3.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.22 | 0.11 | 2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 1.04 | 0.08 | 13.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.12 | 0.11 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.11 | 0.02 | 6.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.38 | 0.13 | -2.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.02 | 0.10 | -0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.15 | 0.34 | -3.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.30 | 0.11 | -2.69 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.03 | 0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.01 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.04 | 0.00 | 24.59 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.06 | 0.00 | 43.78 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 1.13 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.00 | 0.00 | 0.72 | 0.47 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.01 | 0.00 | 15.11 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.01 | 0.00 | 12.52 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.00 | 0.00 | -0.32 | 0.75 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.00 | 0.00 | -1.21 | 0.23 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.00 | 0.00 | -3.58 | 0.00*** |
| Dev. uniform) . CURVES | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.00 | 0.00 | 1.55 | 0.12 |
| Dev. tn_normal) . | | | | | |
| CURVES (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.01 | 0.00 | 5.62 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MEDWIDTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -766.2311869258994
--------------------------------------------------------------------------------
bic: 1675.70
--------------------------------------------------------------------------------
MSE: 327.01
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -5.88 | 0.31 | -19.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.03 | 0.08 | 12.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.21 | 0.10 | -2.12 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.03 | -1.61 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.07 | 0.08 | 0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.00 | 0.02 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.07 | 0.05 | 1.54 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.60 | 0.10 | -6.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.43 | 0.09 | -4.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.02 | 0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.08 | 0.04 | -2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.05 | 0.12 | 0.42 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.63 | 0.01 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.65 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 2.82 | 0.01* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.01 | 0.00 | -5.79 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.11 | 0.00 | 44.68 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.19 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.01 | 0.00 | -10.35 | 0.00*** |
| Dev. triangular) . | | | | | |
| SINGLE (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.05 | 0.01 | 9.65 | 0.00*** |
| Dev. normal) . SINGLE | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | arcsinh | -0.35 | 0.01 | -50.00 | 0.00*** |
| Dev. normal) . MXGRADE | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | arcsinh | -0.30 | 0.10 | -3.06 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | no | -0.04 | 0.02 | -1.60 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | 0.02 | 0.03 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | -0.06 | 0.02 | -3.76 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -754.1686959953776
--------------------------------------------------------------------------------
bic: 1652.57
--------------------------------------------------------------------------------
MSE: 220.44
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.81 | 0.09 | -31.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.11 | 0.09 | 11.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.46 | 0.22 | -2.12 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.06 | 0.16 | 0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.05 | -0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.16 | 0.07 | -2.43 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.07 | 0.08 | 0.91 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.05 | 0.03 | -1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.07 | 0.08 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.74 | 0.03 | -24.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.12 | 0.05 | 2.47 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.06 | 3.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.47 | 0.11 | 4.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.03 | 0.00 | -10.27 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.04 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.16 | 0.01 | -15.75 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.24 | 0.01 | -32.53 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | arcsinh | 0.55 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | no | 0.28 | 0.19 | 1.48 | 0.14 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB: hetro group 0 | no | 0.01 | 0.09 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | no | 0.03 | 0.01 | 1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | no | 0.01 | 0.02 | 0.86 | 0.39 |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 1 | | -0.02 | 0.04 | -0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | -0.05 | 0.02 | -3.21 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | 0.01 | 0.01 | 0.80 | 0.43 |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.8579464853121
--------------------------------------------------------------------------------
bic: 1666.02
--------------------------------------------------------------------------------
MSE: 350.13
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.42 | 0.39 | -1.07 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.15 | 0.17 | -0.93 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.17 | 0.19 | -0.87 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.04 | 1.54 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.04 | 0.35 | -0.11 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.24 | 0.36 | -0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.07 | 0.22 | 0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.14 | 0.11 | 1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.12 | 0.08 | 1.43 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.14 | 0.17 | 6.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.17 | 0.14 | -1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.35 | 0.70 | -1.93 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.25 | 0.20 | -1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.21 | 0.08 | 2.64 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.09 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.01 | 0.02 | 0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.06 | 0.12 | -0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.00 | 0.01 | -0.16 | 0.87 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.03 | 0.02 | -1.74 | 0.08. |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -0.98 | 0.33 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.00 | 0.00 | -0.27 | 0.79 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.02 | 0.01 | 2.53 | 0.01* |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.02 | 0.00 | 7.18 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.00 | 0.01 | 0.33 | 0.74 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.00 | 0.01 | -0.80 | 0.43 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.03 | 0.00 | -16.55 | 0.00*** |
| Dev. triangular) . FC | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.05 | 0.01 | 6.83 | 0.00*** |
| Dev. uniform) . FC | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.00 | 0.02 | -0.20 | 0.84 |
| Dev. uniform) . GRADEBR | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.15 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -767.1358457722337
--------------------------------------------------------------------------------
bic: 1689.29
--------------------------------------------------------------------------------
MSE: 209.59
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.12 | 0.87 | 0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.02 | 0.25 | -0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.07 | 0.27 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.27 | 0.13 | -2.16 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.59 | 0.15 | 3.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.14 | 0.25 | 0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.04 | 2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.04 | 0.04 | 1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.72 | 0.35 | -2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.45 | 0.13 | -3.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.65 | 0.47 | -1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.17 | 0.18 | -0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.63 | 0.06 | 11.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.12 | 0.08 | 1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.05 | 0.12 | 0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.21 | 0.09 | -2.37 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.82 | 0.01 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.03 | 0.01 | 6.48 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.03 | 0.00 | -7.14 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.28 | 0.02 | 18.83 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.34 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | no | 0.05 | 0.00 | 50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | arcsinh | -0.03 | 0.05 | -0.63 | 0.53 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | arcsinh | 0.39 | 0.28 | 1.39 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | no | 0.03 | 0.03 | 1.12 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | | 0.34 | 0.06 | 5.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | | -0.08 | 0.02 | -4.47 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -780.9592668631977
--------------------------------------------------------------------------------
bic: 1715.55
--------------------------------------------------------------------------------
MSE: 236.86
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.69 | 0.22 | -7.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.04 | 0.05 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.63 | 0.08 | 7.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.02 | 0.08 | 0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.01 | 0.03 | 0.50 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.53 | 0.10 | -5.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.08 | -0.52 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.03 | 0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.29 | 0.25 | 1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.02 | 0.11 | 0.21 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.39 | 0.37 | 1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.05 | 0.03 | 1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.00 | 0.01 | 0.45 | 0.66 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.04 | 0.00 | -9.32 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.00 | 0.00 | -1.09 | 0.28 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.00 | 0.01 | -0.10 | 0.92 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.00 | 0.01 | -0.25 | 0.80 |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.00 | 0.00 | 0.26 | 0.80 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.00 | 0.00 | 0.53 | 0.60 |
| Dev. lm_normal) . TRAIN | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | sqrt | -0.34 | 0.33 | -1.03 | 0.30 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE: hetro group 0 | sqrt | -0.53 | 0.33 | -1.58 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | no | -0.19 | 0.17 | -1.09 | 0.28 |
| 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 1 | no | 0.02 | 0.06 | 0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 1 | no | -0.02 | 0.02 | -1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | | -0.01 | 0.16 | -0.03 | 0.97 |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | 0.02 | 0.03 | 0.69 | 0.49 |
| 1:triangular:sd hetro | | | | | |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.56 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -740.3799572717325
--------------------------------------------------------------------------------
bic: 1633.78
--------------------------------------------------------------------------------
MSE: 271.85
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.70 | 0.09 | -7.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.09 | 0.11 | 0.83 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.02 | 2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.03 | 0.03 | 0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.30 | 0.14 | -2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.26 | 0.13 | 2.05 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.01 | -0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.10 | 0.06 | 1.75 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.96 | 0.07 | 12.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.50 | 0.08 | -6.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.44 | 0.12 | -3.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.03 | 1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.09 | 0.05 | 1.81 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.70 | 0.10 | -6.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.79 | 0.11 | -15.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.11 | 0.06 | 1.79 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.00 | 0.00 | 0.41 | 0.68 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.80 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.09 | 0.00 | 45.22 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.03 | 0.00 | -17.47 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.11 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.63 | 0.01 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.11 | 0.00 | 31.48 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.02 | 0.00 | 8.25 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.13 | 0.01 | -15.30 | 0.00*** |
| normal) . INCLANES | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.22 | 0.01 | -32.61 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.12 | 0.00 | -26.92 | 0.00*** |
| Dev. lm_normal) . SPEED | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -743.4243335487214
--------------------------------------------------------------------------------
bic: 1658.66
--------------------------------------------------------------------------------
MSE: 228.79
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.07 | 2.59 | 0.03 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.05 | 0.06 | -0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.04 | 1.47 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.21 | 0.18 | -1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.52 | 0.33 | -1.58 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.16 | 0.29 | 0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.13 | 0.11 | 1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.94 | 0.43 | -2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.24 | 0.16 | 1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.05 | 0.19 | 5.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.09 | 0.14 | -0.67 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.30 | 0.66 | -0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.06 | -0.29 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.12 | 0.09 | 1.27 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.10 | 0.10 | -0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.01 | 0.02 | -0.66 | 0.51 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | -0.00 | 0.01 | -0.44 | 0.66 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.00 | 0.00 | -0.25 | 0.81 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.00 | 0.01 | -0.39 | 0.70 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.00 | 0.02 | 0.24 | 0.81 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.01 | 0.48 | 0.63 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | -0.16 | 0.26 | -0.64 | 0.53 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | no | 0.01 | 0.07 | 0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| main: ADTLANE: hetro | log | -0.29 | 0.20 | -1.41 | 0.16 |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 1 | no | 0.24 | 0.11 | 2.24 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | 0.00 | 0.08 | 0.05 | 0.96 |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: ADTLANE: hetro | | 0.00 | 0.07 | 0.03 | 0.97 |
| group 1:normal:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.19 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.5679019849879
--------------------------------------------------------------------------------
bic: 1645.16
--------------------------------------------------------------------------------
MSE: 244.07
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.89 | 0.86 | -1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.94 | 0.08 | 12.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.24 | 0.29 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.00 | 0.08 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.48 | 0.12 | -4.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.04 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.10 | 0.05 | -2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.40 | 0.10 | 3.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.04 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.43 | 0.13 | -3.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.26 | 0.07 | 3.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.31 | 0.34 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.70 | 0.25 | -6.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 3.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.01 | 0.01 | 0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.14 | 0.05 | 2.72 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.03 | 2.56 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.22 | 0.11 | 1.91 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.06 | 0.00 | -25.33 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.01 | 0.00 | 8.04 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.00 | 0.43 | 0.67 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.13 | 0.01 | -20.64 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -1.90 | 0.06. |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | -0.00 | 0.00 | -2.21 | 0.03* |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.06 | 0.00 | 14.88 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.48 | 0.01 | 50.00 | 0.00*** |
| Dev. normal) . MXMEDSH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -751.002222436026
--------------------------------------------------------------------------------
bic: 1640.85
--------------------------------------------------------------------------------
MSE: 310.25
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.89 | 0.63 | -1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.97 | 0.10 | 9.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.01 | 0.24 | 0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.23 | 0.29 | -0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.01 | 0.06 | 0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.06 | 0.05 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.15 | 0.07 | 2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.04 | 0.04 | 0.91 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.01 | 1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -2.79 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.12 | -1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.00 | 0.03 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.12 | 0.29 | 0.42 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.04 | 0.02 | -1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.81 | 0.19 | -9.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.02 | 0.59 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.31 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.02 | 0.00 | -40.74 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.01 | 0.01 | 1.04 | 0.30 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.18 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.10 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.01 | 0.00 | -7.43 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.49 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| DOUBLE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.02 | 0.00 | -8.57 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| DOUBLE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.01 | 0.00 | -8.39 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| FRICTION (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -772.5188913780088
--------------------------------------------------------------------------------
bic: 1709.85
--------------------------------------------------------------------------------
MSE: 306.29
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.30 | 0.45 | -5.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.02 | 0.03 | -0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.23 | 0.21 | -1.12 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.04 | 0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.01 | 0.02 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.51 | 0.05 | -9.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.06 | 0.06 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.20 | 0.10 | 2.03 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.35 | 0.23 | -1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.38 | 0.13 | 2.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.24 | 0.12 | -2.11 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.47 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.59 | 0.06 | 10.49 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.35 | 0.07 | 4.81 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -3.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.33 | 0.21 | -1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.05 | -0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.12 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.04 | 0.00 | 20.95 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.68 | 0.01 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.01 | 0.00 | 17.16 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.03 | 0.00 | -18.89 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.04 | 0.00 | -12.46 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.01 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -0.03 | 0.97 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | -0.83 | 0.01 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.03 | 0.00 | 34.13 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.29 | 0.00 | 50.00 | 0.00*** |
| lm_normal) . INCLANES | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -783.8364383024136
--------------------------------------------------------------------------------
bic: 1719.69
--------------------------------------------------------------------------------
MSE: 607.90
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.23 | 0.13 | -1.73 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.33 | 0.09 | -3.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.10 | 0.02 | 5.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.88 | 0.12 | -7.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.44 | 0.08 | -5.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.15 | 0.04 | -4.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.07 | 0.14 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | 0.29 | 0.14 | 2.03 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.13 | 0.01 | 10.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.61 | 0.05 | 11.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.06 | 0.06 | 0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.27 | 0.14 | 1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.12 | 0.03 | 4.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.70 | 0.10 | -7.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.05 | 1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | -0.03 | 0.07 | -0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.57 | 0.07 | -8.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.00 | 0.00 | 0.93 | 0.35 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.16 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.01 | 0.00 | -4.04 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.20 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.08 | 0.00 | 22.39 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.15 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -1.70 | 0.09. |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.10 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -768.3055599031786
--------------------------------------------------------------------------------
bic: 1700.92
--------------------------------------------------------------------------------
MSE: 5372.28
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -4.01 | 0.60 | -6.69 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.37 | 0.10 | -3.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.08 | 0.03 | 2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.01 | 0.07 | 0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.79 | 0.24 | 3.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.02 | 0.05 | 0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.12 | 0.03 | 4.69 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.24 | 0.19 | 1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.86 | 0.75 | -1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.05 | 0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.38 | 0.18 | 2.12 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.27 | 0.13 | -2.09 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.76 | 0.41 | -1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.49 | 0.06 | 7.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.14 | 0.07 | 1.88 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | -0.03 | 0.13 | -0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.43 | 0.29 | -1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | -0.75 | 0.45 | -1.67 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.03 | 0.14 | 0.21 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.10 | 0.01 | -14.08 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.13 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.05 | 0.00 | -15.81 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.04 | 0.01 | -6.90 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.15 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -1.29 | 0.01 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.50 | 0.01 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.19 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.94 | 0.01 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| DOUBLE (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.05 | 0.01 | -4.58 | 0.00*** |
| Dev. normal) . DOUBLE | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.78 | 0.01 | -50.00 | 0.00*** |
| Dev. normal) . PEAKHR | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -750.9055816891912
--------------------------------------------------------------------------------
bic: 1661.73
--------------------------------------------------------------------------------
MSE: 2571.90
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.11 | 0.14 | 0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.20 | 0.03 | 6.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.21 | 0.11 | -1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.04 | -1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.05 | 0.05 | -1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.02 | 0.02 | 1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.43 | 0.18 | -2.40 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.95 | 0.24 | -3.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.32 | 0.05 | 6.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.01 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.46 | 0.13 | 3.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.27 | 0.08 | 3.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.08 | 0.02 | -3.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.01 | 0.02 | -0.58 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.04 | 0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.34 | 0.01 | -25.67 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.09 | 0.00 | 36.08 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.00 | 0.00 | -1.63 | 0.11 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.19 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.05 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.00 | 0.00 | 6.57 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.02 | 0.00 | -46.41 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.14 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . MIMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | log | 0.06 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . GRADEBR | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | log | -0.83 | 0.19 | -4.45 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE: hetro group 0 | arcsinh | 0.15 | 0.11 | 1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.21 | 0.10 | -2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | 0.10 | 0.03 | 3.58 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -770.2421530112966
--------------------------------------------------------------------------------
bic: 1690.11
--------------------------------------------------------------------------------
MSE: 392.52
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.30 | 0.14 | -9.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.09 | 0.12 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.63 | 0.23 | -2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.43 | 0.13 | 3.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.10 | 0.02 | 5.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.06 | 0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.71 | 0.07 | -9.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.44 | 0.10 | 4.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.39 | 0.12 | 3.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.45 | 0.23 | -1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.06 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.03 | 1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.10 | 0.73 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.12 | 0.06 | -2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.04 | 0.12 | -0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.79 | 0.01 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.00 | 0.00 | 0.39 | 0.69 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.00 | 0.00 | -0.79 | 0.43 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.00 | 0.01 | -0.39 | 0.70 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.12 | 0.01 | 16.38 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.00 | 0.00 | 0.83 | 0.40 |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | arcsinh | -0.39 | 0.12 | -3.18 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN: hetro group 0 | arcsinh | 0.49 | 0.21 | 2.35 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | no | 0.05 | 0.07 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | | -0.55 | 0.15 | -3.71 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.48 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -765.5003325257559
--------------------------------------------------------------------------------
bic: 1693.92
--------------------------------------------------------------------------------
MSE: 5631.92
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.31 | 0.42 | -0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.45 | 0.19 | -2.30 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.32 | 0.38 | -0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.05 | 0.07 | -0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.10 | 0.04 | 2.48 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.08 | 0.10 | 0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.06 | 0.04 | 1.50 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.21 | 0.09 | 2.48 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.36 | 0.23 | -1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.05 | 1.01 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.10 | 0.40 | -2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.39 | 0.20 | -1.90 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.04 | 0.07 | 0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.22 | 0.13 | 1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.15 | 0.06 | 2.61 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.31 | 0.14 | -2.24 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.05 | 0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.08 | -0.38 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.13 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.57 | 0.02 | 36.03 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.34 | 0.01 | 38.31 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | arcsinh | 0.09 | 0.00 | 31.08 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | no | 0.11 | 0.29 | 0.40 | 0.69 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | arcsinh | 0.35 | 0.09 | 3.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 0 | sqrt | -0.10 | 0.09 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| main: DOUBLE: hetro | arcsinh | 0.03 | 0.22 | 0.16 | 0.87 |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR: hetro group 1 | | 0.50 | 0.09 | 5.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | -0.02 | 0.06 | -0.35 | 0.73 |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DOUBLE: hetro | | -0.02 | 0.06 | -0.36 | 0.72 |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -750.9714083204952
--------------------------------------------------------------------------------
bic: 1651.07
--------------------------------------------------------------------------------
MSE: 11606.16
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.17 | 0.43 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.22 | 0.30 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.04 | -1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.19 | 0.17 | -1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.02 | 0.04 | 0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.02 | 3.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.09 | 0.07 | 1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.06 | 4.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.24 | 0.03 | 9.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.44 | 0.17 | -2.55 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.07 | 0.03 | 2.37 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.98 | 0.23 | -4.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.12 | 0.06 | -2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.08 | 0.03 | 2.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.17 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.30 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.00 | 0.00 | -2.25 | 0.03* |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.03 | 0.00 | 18.03 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.15 | 0.00 | -41.41 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | no | -0.07 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | log | -0.48 | 0.16 | -3.07 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | no | -0.25 | 0.09 | -2.81 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | arcsinh | 0.04 | 0.02 | 1.94 | 0.05. |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 1 | | 0.17 | 0.09 | 1.96 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | | 0.09 | 0.01 | 15.22 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | 0.04 | 0.01 | 2.88 | 0.00*** |
| group 1:normal:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.8937098715509
--------------------------------------------------------------------------------
bic: 1659.10
--------------------------------------------------------------------------------
MSE: 270.35
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.43 | 0.31 | -7.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.24 | 0.16 | -1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.04 | -2.31 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.07 | 0.09 | 0.85 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.06 | 0.07 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.02 | 0.04 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.19 | 0.17 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.06 | 0.03 | -1.58 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.05 | 0.01 | -4.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.34 | 0.08 | -4.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.05 | 3.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.30 | 0.12 | -2.57 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.07 | 0.20 | 0.34 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.02 | 0.15 | 6.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.03 | 0.05 | -0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.16 | 0.29 | -0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | -0.09 | 0.10 | -0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.39 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.07 | 0.00 | -48.28 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.34 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.27 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.23 | 0.01 | -26.73 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.03 | 0.00 | -22.82 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.04 | 0.00 | -33.03 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.28 | 0.01 | 26.28 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.26 | 0.01 | 47.46 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.80 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.13 | 0.00 | 37.40 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.05 | 0.01 | 7.38 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| SINGLE (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -754.2450536759081
--------------------------------------------------------------------------------
bic: 1673.41
--------------------------------------------------------------------------------
MSE: 341.42
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.76 | 0.40 | -4.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.94 | 0.23 | 4.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.03 | 0.28 | -0.11 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.02 | 0.05 | -0.43 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.04 | 0.02 | -1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.02 | 0.17 | -0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.05 | 0.05 | 0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.02 | 0.15 | 0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.03 | 0.07 | -0.38 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.10 | 0.21 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.27 | 0.09 | 2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.28 | 0.15 | 1.93 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.03 | -0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.22 | 0.15 | -1.47 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.40 | 0.25 | 1.60 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.13 | 0.11 | 1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.53 | 0.12 | -4.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.12 | 0.91 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.09 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.09 | 0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.00 | 0.00 | 0.14 | 0.89 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.01 | 0.28 | 0.78 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.00 | 0.00 | 0.08 | 0.93 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.00 | 0.00 | -0.95 | 0.35 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.00 | 0.01 | 0.19 | 0.85 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.02 | 0.02 | 1.04 | 0.30 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.00 | 0.00 | -0.74 | 0.46 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.00 | 0.00 | 0.74 | 0.46 |
| Dev. lm_normal) . | | | | | |
| MIGRADE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.98 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -749.7574817053754
--------------------------------------------------------------------------------
bic: 1665.82
--------------------------------------------------------------------------------
MSE: 309.24
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.41 | 0.70 | -0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.15 | 0.26 | -0.56 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.05 | -1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.02 | 0.19 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.18 | 0.16 | -1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.05 | -0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 2.23 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.02 | 1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.13 | 0.07 | -1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.45 | 0.17 | -8.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.20 | 0.08 | 16.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.16 | 0.22 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.12 | 0.09 | -1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.07 | 0.15 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.30 | 0.09 | -3.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.05 | 2.09 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.19 | 0.08 | 2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.10 | 0.11 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.01 | 0.03 | 0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.01 | 0.00 | -5.02 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.06 | 0.00 | 43.26 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.04 | 0.00 | -14.80 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.07 | 0.00 | -19.81 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.01 | 0.00 | 2.37 | 0.02* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.22 | 0.00 | -45.58 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.31 | 0.01 | -34.07 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.00 | 0.01 | 0.59 | 0.56 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.08 | 0.01 | 15.80 | 0.00*** |
| Dev. triangular) . URB | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -740.7478718523015
--------------------------------------------------------------------------------
bic: 1643.41
--------------------------------------------------------------------------------
MSE: 219.25
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.94 | 0.63 | -1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.91 | 0.10 | 9.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -1.04 | 0.32 | -3.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.02 | 0.03 | 0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.09 | 0.11 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.05 | -0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.28 | 0.41 | -0.68 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.13 | 0.17 | 0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.05 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.03 | 1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.36 | 0.11 | -3.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.27 | 0.11 | 2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.24 | 0.20 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.42 | 0.24 | 1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.01 | 0.10 | -0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.36 | 0.20 | -1.79 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.05 | 0.03 | 1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.15 | 0.07 | 2.12 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.22 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.17 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.13 | 0.00 | 28.62 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.11 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.10 | 0.00 | 24.51 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.09 | 0.01 | 12.98 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | arcsinh | -0.15 | 0.01 | -22.92 | 0.00*** |
| uniform) . MXGRADE | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | no | -0.12 | 0.21 | -0.56 | 0.58 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | | 0.27 | 0.06 | 4.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | 0.01 | 0.03 | 0.40 | 0.69 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -784.6708000533076
--------------------------------------------------------------------------------
bic: 1717.47
--------------------------------------------------------------------------------
MSE: 1925.55
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.27 | 0.46 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.38 | 0.16 | -2.48 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.13 | 0.17 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.01 | 0.03 | 0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.06 | 0.11 | 0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.12 | 0.01 | 9.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.02 | 0.04 | 0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.54 | 0.08 | -7.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.20 | 0.08 | 2.37 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.18 | 0.06 | -3.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.42 | 0.12 | 3.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.03 | 0.04 | 0.67 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.05 | 0.04 | -1.09 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.04 | 0.02 | 1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.24 | 0.08 | 2.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.73 | 0.17 | -4.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.25 | 0.22 | -1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.05 | 0.02 | 1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.21 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | 0.10 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.01 | 0.00 | -13.77 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.38 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.15 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.16 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.33 | 0.04 | 9.22 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.04 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.02 | 0.01 | -3.58 | 0.00*** |
| Dev. normal) . SINGLE | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -752.042153763033
--------------------------------------------------------------------------------
bic: 1664.00
--------------------------------------------------------------------------------
MSE: 300.84
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.19 | 0.24 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.75 | 0.08 | 9.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.10 | 0.04 | -2.78 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.25 | 0.10 | -2.44 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.04 | -1.07 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.15 | 0.15 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.05 | 0.14 | 0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.20 | 0.08 | 2.64 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.35 | 0.15 | -2.31 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.04 | 0.03 | 1.27 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.17 | 0.24 | -4.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.29 | 0.06 | 4.69 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.49 | 0.13 | 3.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.27 | 0.12 | -2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 3.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.06 | 0.08 | 0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.30 | 0.16 | 1.85 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.44 | 0.01 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.22 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.08 | 0.00 | 19.03 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.02 | 0.00 | 5.88 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | no | -0.15 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | arcsinh | -0.07 | 0.15 | -0.45 | 0.65 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT: hetro group 0 | arcsinh | -0.05 | 0.08 | -0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | sqrt | -0.25 | 0.07 | -3.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | no | -0.12 | 0.07 | -1.77 | 0.08. |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 1 | | -0.01 | 0.05 | -0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | | -0.11 | 0.02 | -4.89 | 0.00*** |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | 0.62 | 0.09 | 7.14 | 0.00*** |
| group 1:triangular:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -755.2126883250737
--------------------------------------------------------------------------------
bic: 1658.55
--------------------------------------------------------------------------------
MSE: 644.71
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.59 | 1.13 | -1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.15 | 0.18 | 0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.05 | 0.03 | 1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | 0.02 | 0.01 | 1.60 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.04 | -1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.03 | 0.05 | -0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.52 | 0.17 | -3.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.30 | 0.07 | 4.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -1.73 | 0.19 | -9.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.00 | 0.01 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.16 | 0.06 | 2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.02 | 0.38 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.35 | 0.14 | 9.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.05 | 0.24 | 0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.04 | 0.01 | -2.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.13 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.02 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.03 | 0.01 | -5.32 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -4.24 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.39 | 0.01 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | -0.40 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.01 | 0.00 | -34.66 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.22 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.02 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . LENGTH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.01 | 0.00 | 35.31 | 0.00*** |
| Dev. uniform) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.3124928070819
--------------------------------------------------------------------------------
bic: 1662.22
--------------------------------------------------------------------------------
MSE: 376.98
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.11 | 0.34 | -0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.01 | 0.00 | -4.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.46 | 0.13 | -3.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.02 | 3.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.03 | 0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.02 | 2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.40 | 0.12 | -3.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.21 | 0.07 | 2.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.22 | 0.14 | 8.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.13 | 0.13 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.24 | 0.14 | -1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.05 | 1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.00 | 0.02 | 0.02 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.05 | 0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.21 | 0.32 | -3.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.32 | 0.14 | 2.23 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.01 | 0.00 | -1.83 | 0.07. |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.16 | 0.01 | -17.84 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.26 | 0.01 | 43.20 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.18 | 0.00 | -40.32 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -5.16 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.04 | 0.00 | 21.40 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.13 | 0.00 | -41.56 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.05 | 0.01 | 5.85 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.14 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.13 | 0.01 | -25.52 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MINRAD (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.07 | 0.01 | 9.68 | 0.00*** |
| Dev. uniform) . MINRAD | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.26 | 0.01 | 43.51 | 0.00*** |
| Dev. uniform) . | | | | | |
| MEDWIDTH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.14 | 0.00 | 36.07 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MINRAD (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.08 | 0.01 | 10.32 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MEDWIDTH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.21 | 0.02 | 8.70 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| FRICTION (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -767.673871793008
--------------------------------------------------------------------------------
bic: 1684.98
--------------------------------------------------------------------------------
MSE: 840.53
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.37 | 0.46 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.12 | 0.19 | -6.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.04 | -0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.04 | 0.05 | -0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.04 | 1.07 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.30 | 0.24 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.05 | 0.06 | 0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.45 | 0.08 | 5.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.12 | 0.12 | 0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.32 | 0.09 | -3.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.26 | 0.10 | -2.45 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.09 | 0.01 | 7.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.07 | 0.02 | 3.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.17 | 0.09 | 1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.33 | 0.11 | -2.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.23 | 0.09 | 2.64 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.26 | 0.14 | 1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.11 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.13 | 0.00 | 26.78 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.04 | 0.00 | -21.42 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.04 | 0.00 | 35.94 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.03 | 0.00 | -8.18 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.48 | 0.01 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.17 | 0.01 | -20.13 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.58 | 0.01 | 39.03 | 0.00*** |
| triangular) . MIMEDSH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -721.8859843116771
--------------------------------------------------------------------------------
bic: 1646.34
--------------------------------------------------------------------------------
MSE: 415.81
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.36 | 0.38 | -0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.18 | 0.18 | -1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.30 | 0.26 | -1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.02 | 5.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.04 | -0.26 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.14 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.20 | 0.19 | -1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.05 | 3.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.17 | 0.07 | 2.30 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.22 | 0.12 | 9.75 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.25 | 0.17 | 1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.01 | 0.01 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.01 | 0.07 | -0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.16 | 0.10 | -1.60 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.04 | 1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | 0.04 | 0.05 | 0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.58 | 0.23 | -2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.43 | 0.31 | -1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.09 | 0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.36 | 0.06 | -5.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.14 | 0.01 | -27.48 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.06 | 0.00 | -19.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.01 | 0.00 | -22.36 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.04 | 0.00 | -17.01 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.01 | 0.00 | -17.57 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.07 | 0.00 | 30.92 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.01 | 0.00 | 1.75 | 0.08. |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.11 | 0.01 | 12.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -1.18 | 0.01 | -50.00 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.17 | 0.01 | 23.94 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -4.10 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.85 | 0.01 | -50.00 | 0.00*** |
| triangular) . WIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.05 | 0.00 | -11.46 | 0.00*** |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.42 | 0.01 | 50.00 | 0.00*** |
| Dev. uniform) . SPEED | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.04 | 0.01 | -4.28 | 0.00*** |
| Dev. normal) . WIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.70 | 0.01 | 50.00 | 0.00*** |
| Dev. normal) . SPEED | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.02 | 0.00 | 27.28 | 0.00*** |
| Dev. normal) . MIGRADE | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -765.8451866954169
--------------------------------------------------------------------------------
bic: 1685.32
--------------------------------------------------------------------------------
MSE: 814.22
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.98 | 0.19 | -5.22 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.20 | 0.03 | 6.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.05 | 0.37 | 0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.00 | 0.07 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.07 | 0.07 | -0.95 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.46 | 0.29 | -1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.09 | 0.10 | 0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.30 | 0.08 | 3.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.22 | 0.15 | 1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.14 | 0.30 | -0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.03 | 0.06 | -0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.04 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.16 | -1.01 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.14 | 0.15 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.49 | 0.11 | -4.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.00 | 0.00 | 0.23 | 0.82 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.47 | 0.64 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.01 | 0.99 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | -0.03 | 0.03 | -1.24 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -0.52 | 0.60 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.01 | 0.01 | 1.00 | 0.32 |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -1.12 | 0.27 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.01 | 0.01 | -1.04 | 0.30 |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.72 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.4868079052688
--------------------------------------------------------------------------------
bic: 1671.96
--------------------------------------------------------------------------------
MSE: 341.39
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.09 | 0.71 | -0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.15 | 0.14 | 8.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.01 | 0.10 | -0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.03 | 0.04 | -0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.27 | 0.18 | -1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.13 | 0.06 | 2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.26 | 0.07 | 3.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.25 | 0.09 | 2.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.50 | 0.22 | -2.26 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.00 | 0.17 | -0.01 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.10 | 0.09 | 1.14 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.10 | 0.02 | 4.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.04 | 0.07 | -0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.03 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.41 | 0.13 | -3.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.31 | 0.09 | -3.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.23 | 0.10 | -2.37 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.10 | 0.07 | 1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.19 | 0.00 | 39.43 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.07 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.07 | 0.00 | -46.76 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.20 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.09 | 0.00 | 18.69 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.02 | 0.00 | 19.68 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.03 | 0.00 | 32.85 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.03 | 0.00 | 32.67 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.05 | 0.01 | -3.25 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.06 | 0.00 | 42.34 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | log | 0.01 | 0.00 | 2.65 | 0.01* |
| Dev. normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | sqrt | -0.43 | 0.25 | -1.71 | 0.09. |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED: hetro group 0 | | -0.20 | 0.16 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | -0.00 | 0.02 | -0.15 | 0.88 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -774.9537561109671
--------------------------------------------------------------------------------
bic: 1698.04
--------------------------------------------------------------------------------
MSE: 325.48
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.48 | 0.67 | -2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.41 | 0.19 | -2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.00 | 0.04 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.39 | 0.19 | -2.09 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.02 | 0.12 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.09 | 0.01 | 8.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.34 | 0.17 | -1.92 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.04 | 1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.71 | 0.08 | -8.75 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.49 | 0.13 | 3.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.17 | 0.12 | -1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.03 | 1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.05 | 0.05 | 0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.37 | 0.07 | 5.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.03 | 1.07 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.03 | 0.02 | -1.43 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.22 | 0.01 | 38.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.04 | 0.00 | 33.96 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.05 | 0.00 | -21.84 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.00 | 0.00 | -0.01 | 1.00 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.05 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.01 | 0.00 | -5.36 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | no | -0.02 | 0.00 | -8.78 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | arcsinh | -0.01 | 0.01 | -1.60 | 0.11 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | arcsinh | 0.39 | 0.15 | 2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES: hetro group 0 | | 0.11 | 0.08 | 1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | 0.02 | 0.00 | 10.60 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -734.7777611538133
--------------------------------------------------------------------------------
bic: 1656.44
--------------------------------------------------------------------------------
MSE: 286.55
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.83 | 0.28 | -2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.30 | 0.17 | -1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.03 | 1.63 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.29 | 0.12 | -2.43 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.03 | 0.20 | -0.13 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.21 | 0.10 | 2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.00 | 0.01 | 0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.03 | 0.06 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 2.68 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.14 | 0.11 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.21 | 0.19 | -1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.63 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.21 | 0.09 | 2.45 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.70 | 0.25 | -2.78 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.03 | 0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.11 | 0.04 | -3.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.21 | 0.15 | 1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.61 | 0.10 | -6.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.31 | 0.06 | 4.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.07 | 0.03 | 2.54 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.08 | 0.11 | 9.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.04 | 0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.01 | 0.00 | 8.80 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.07 | 0.00 | -26.07 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.01 | 0.00 | 13.23 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.28 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.00 | 0.00 | 1.73 | 0.09. |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -0.50 | 0.62 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.43 | 0.01 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.03 | 0.00 | 33.89 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.14 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -729.7694589054252
--------------------------------------------------------------------------------
bic: 1628.74
--------------------------------------------------------------------------------
MSE: 351.60
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.53 | 0.27 | -5.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.30 | 0.08 | 15.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.08 | 0.17 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.44 | 0.20 | -2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.51 | 0.08 | -6.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.29 | 0.13 | -2.17 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.02 | 0.04 | 0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.06 | 0.03 | -2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.03 | 0.04 | -0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.07 | 0.06 | -1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.18 | 0.10 | 1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.32 | 0.19 | -1.68 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.11 | 0.08 | 1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.00 | 0.07 | -0.04 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.59 | 0.21 | 2.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.02 | 2.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.42 | 0.13 | -3.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.34 | 0.09 | -3.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.01 | 0.00 | 3.02 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.00 | 0.00 | -2.23 | 0.03* |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -3.23 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | -0.85 | 0.01 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.03 | 0.00 | -16.37 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.20 | 0.00 | -45.70 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 19.18 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.10 | 0.00 | -34.86 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.07 | 0.01 | -7.71 | 0.00*** |
| Dev. normal) . MXMEDSH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.29 | 0.01 | 35.99 | 0.00*** |
| Dev. normal) . MXGRADE | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.42 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.37 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXGRADE (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.18 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| FRICTION (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -738.9860948217533
--------------------------------------------------------------------------------
bic: 1642.78
--------------------------------------------------------------------------------
MSE: 1278.48
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.44 | 0.19 | -2.32 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | 0.01 | 0.02 | 0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.04 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.17 | 0.13 | -1.30 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.11 | 0.10 | 1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.01 | 0.06 | 0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.03 | 0.04 | -0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.08 | 0.14 | -7.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.36 | 0.07 | -5.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.24 | 0.05 | 5.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.47 | 0.11 | -4.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.17 | 0.13 | -1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.89 | 0.05 | 17.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.08 | 0.03 | -2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.02 | 2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.29 | 0.08 | 3.59 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.02 | 0.00 | 32.73 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.06 | 0.00 | -29.06 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.14 | 0.00 | -35.92 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.11 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.00 | 0.00 | -1.76 | 0.08. |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.05 | 0.00 | -21.34 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.22 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.02 | 0.00 | -12.39 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.39 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.05 | 0.00 | -23.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.03 | 0.00 | -7.49 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.19 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MXGRDIFF (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -769.2714885320997
--------------------------------------------------------------------------------
bic: 1693.56
--------------------------------------------------------------------------------
MSE: 750.48
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.67 | 2.67 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.03 | 1.85 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.05 | 0.14 | 0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.33 | 0.33 | -1.01 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.37 | 0.34 | 1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.06 | 0.46 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.49 | 0.25 | -1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.44 | 0.16 | 2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.24 | 0.02 | 12.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.40 | 0.25 | -1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.23 | 0.20 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.57 | 0.20 | -2.80 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.19 | 0.14 | -1.36 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.06 | 0.11 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.08 | 0.00 | -33.11 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.25 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.10 | 0.00 | -47.18 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.01 | 0.00 | -18.11 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.42 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.43 | 0.01 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.02 | 0.00 | 34.90 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | no | 0.14 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | arcsinh | -0.14 | 0.08 | -1.69 | 0.09. |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | no | 0.39 | 0.21 | 1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | | 0.02 | 0.02 | 1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | | 0.04 | 0.04 | 1.02 | 0.31 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -736.8711206807593
--------------------------------------------------------------------------------
bic: 1632.66
--------------------------------------------------------------------------------
MSE: 234.22
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.08 | 0.12 | 0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.19 | 0.08 | 14.78 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.42 | 0.14 | -2.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.72 | 0.19 | -3.78 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.12 | 0.06 | 1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.96 | 0.07 | -12.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.18 | 0.06 | 2.79 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.32 | 0.09 | 3.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.06 | 0.06 | -1.03 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.27 | 0.12 | -2.22 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.47 | 0.09 | 5.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.00 | 0.01 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.00 | 0.03 | 0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.27 | 0.05 | -5.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.07 | 0.07 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.05 | 0.12 | -0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.26 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.08 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.01 | 0.00 | 16.65 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.02 | 0.00 | -10.77 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.01 | 0.00 | 15.90 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.08 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.00 | 0.00 | 0.02 | 0.98 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | no | -0.18 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | no | -0.26 | 0.10 | -2.55 | 0.01* |
| 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | | 0.05 | 0.02 | 3.22 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | 0.04 | 0.02 | 2.28 | 0.02* |
| 0:normal:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -740.7200730659325
--------------------------------------------------------------------------------
bic: 1631.07
--------------------------------------------------------------------------------
MSE: 226.71
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.08 | 0.38 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.00 | 0.11 | 9.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.38 | 0.40 | -0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.24 | 0.11 | -2.23 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.04 | 0.21 | -0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.01 | 0.04 | -0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.04 | 0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.97 | 0.34 | -2.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.08 | 1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.21 | 0.07 | 3.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.26 | 0.11 | 2.48 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.69 | 0.13 | -5.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.03 | 2.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.03 | 3.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.03 | 1.50 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.26 | 0.12 | -2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.03 | 0.09 | -0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.31 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.18 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.05 | 0.00 | 38.34 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | no | 0.05 | 0.00 | 31.11 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | no | -0.24 | 0.18 | -1.32 | 0.19 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | no | 0.01 | 0.04 | 0.38 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 0 | | -0.01 | 0.02 | -0.52 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | | -0.05 | 0.01 | -3.80 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -743.1356138995536
--------------------------------------------------------------------------------
bic: 1680.05
--------------------------------------------------------------------------------
MSE: 337.52
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.18 | 0.61 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.83 | 0.11 | 7.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.01 | 0.01 | -0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.05 | -0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.04 | 0.30 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.30 | 0.28 | -1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.12 | 0.08 | 1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.10 | 0.03 | 3.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.09 | 0.10 | 0.91 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.02 | 1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.50 | 0.12 | -4.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.06 | 3.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.20 | 0.09 | 2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.03 | 0.05 | -0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.29 | 0.12 | -2.43 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.12 | 0.25 | 0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.08 | 0.09 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.44 | 0.09 | -4.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.05 | 1.07 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.58 | 0.17 | -3.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.10 | 0.02 | 4.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.05 | -0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.07 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.44 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.01 | 0.01 | 1.57 | 0.12 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -0.00 | 1.00 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.01 | 0.00 | 3.25 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.28 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.06 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.03 | 0.00 | -5.42 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | -0.05 | 0.00 | -26.24 | 0.00*** |
| Dev. uniform) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.02 | 0.00 | 7.22 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.02 | 0.01 | 3.30 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -741.5094896808685
--------------------------------------------------------------------------------
bic: 1658.62
--------------------------------------------------------------------------------
MSE: 431.56
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.21 | 0.33 | -6.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.13 | 0.08 | 13.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.44 | 0.16 | -2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.05 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.09 | 0.14 | 0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.04 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.06 | 0.08 | -0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.24 | 0.17 | -1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.05 | 1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.40 | 0.08 | 4.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.33 | 0.17 | -1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.02 | 1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.16 | 0.08 | -1.91 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.02 | 3.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.51 | 0.06 | -9.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.27 | 0.06 | 4.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.76 | 0.01 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.01 | 0.00 | -12.16 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.19 | 0.01 | -25.06 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | -0.11 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.06 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.00 | 0.00 | 0.49 | 0.63 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.07 | 0.00 | 28.70 | 0.00*** |
| Dev. lm_normal) . WIDTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.17 | 0.01 | 27.54 | 0.00*** |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.02 | 0.01 | 3.58 | 0.00*** |
| Dev. uniform) . MXMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.05 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . WIDTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.12 | 0.00 | 32.45 | 0.00*** |
| Dev. normal) . MXMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | no | 0.12 | 0.01 | 19.79 | 0.00*** |
| Dev. normal) . ADTLANE | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | no | -0.06 | 0.03 | -1.79 | 0.07. |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB: hetro group 0 | | -0.16 | 0.10 | -1.54 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | | 0.39 | 0.04 | 8.99 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -753.0096963973915
--------------------------------------------------------------------------------
bic: 1654.15
--------------------------------------------------------------------------------
MSE: 221.70
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.12 | 0.21 | -0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.99 | 0.11 | 8.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.01 | 0.02 | -0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.67 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.02 | 0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.29 | 0.10 | 2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.13 | 0.10 | 1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.01 | 0.12 | -0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.03 | -1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.05 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.23 | 0.17 | -1.36 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.02 | 0.04 | -0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.11 | 0.22 | -4.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.19 | 0.08 | -2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.04 | 0.05 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.89 | 0.01 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | 0.09 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.32 | 0.01 | -31.94 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.11 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.04 | 0.00 | -11.21 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.43 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | arcsinh | 0.01 | 0.00 | 15.07 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | no | 0.15 | 0.19 | 0.77 | 0.44 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF: hetro group 0 | arcsinh | 0.04 | 0.02 | 1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.42 | 0.14 | -2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | -0.05 | 0.01 | -5.94 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -724.9074885540107
--------------------------------------------------------------------------------
bic: 1620.02
--------------------------------------------------------------------------------
MSE: 6397.91
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.15 | 0.27 | -4.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.20 | 0.13 | 9.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.04 | 0.03 | 1.14 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.53 | 0.19 | -2.80 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.08 | 0.09 | 0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.01 | 0.01 | 1.22 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.00 | 0.03 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.05 | 3.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.01 | 0.21 | -0.06 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.63 | 0.13 | 4.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.57 | 0.11 | -5.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.07 | 2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.24 | 0.09 | 2.81 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.01 | 0.18 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.17 | 0.16 | -1.07 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.20 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -1.47 | 0.01 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.01 | 0.00 | 9.84 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -15.03 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.03 | 0.00 | 15.89 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.00 | 0.00 | 0.61 | 0.54 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | -0.13 | 0.01 | -12.58 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.02 | 0.00 | -11.72 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | arcsinh | 0.15 | 0.02 | 9.30 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | arcsinh | -0.09 | 0.08 | -1.17 | 0.24 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES: hetro group 0 | sqrt | 0.11 | 0.07 | 1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | log | -0.36 | 0.09 | -3.90 | 0.00*** |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 1 | | -0.27 | 0.07 | -4.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | | -0.20 | 0.06 | -3.46 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | 0.33 | 0.03 | 13.01 | 0.00*** |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -738.9370625996972
--------------------------------------------------------------------------------
bic: 1635.79
--------------------------------------------------------------------------------
MSE: 260.07
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.03 | 0.29 | 0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.27 | 0.07 | 18.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.47 | 0.14 | -3.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.02 | 3.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.30 | 0.15 | -1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.04 | 0.15 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.26 | 0.35 | -3.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.19 | 0.10 | -1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.21 | 0.06 | 3.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.17 | 0.13 | 1.39 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.02 | 0.04 | 0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.30 | 0.39 | -0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.04 | 0.12 | 0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.28 | 0.11 | 2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.03 | 1.24 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.33 | 0.29 | -1.14 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.18 | 0.09 | 2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.09 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.05 | 0.13 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.13 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.04 | 0.00 | 24.65 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.01 | 0.00 | 3.35 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.07 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.03 | 0.00 | 16.02 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.06 | 0.00 | -20.13 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.10 | 0.01 | -8.25 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.24 | 0.00 | 50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.03 | 0.00 | 19.23 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.22 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . FC | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -735.0113612064075
--------------------------------------------------------------------------------
bic: 1601.97
--------------------------------------------------------------------------------
MSE: 414.21
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.83 | 0.27 | -3.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.20 | 0.16 | 7.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.23 | 0.09 | -2.47 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.00 | 0.03 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.15 | 0.04 | -3.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.03 | 0.02 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.15 | 0.15 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.60 | 0.13 | -12.75 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.28 | 0.07 | 4.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.16 | 0.17 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.02 | 0.01 | 1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.10 | 0.08 | 1.27 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.11 | 0.03 | 4.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.71 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.44 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.10 | 0.00 | 26.42 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.00 | 0.00 | -1.01 | 0.31 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | no | 0.01 | 0.00 | 3.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MXGRADE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | arcsinh | -0.18 | 0.13 | -1.35 | 0.18 |
| 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN: hetro group 0 | sqrt | 0.14 | 0.13 | 1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.01 | 0.00 | -3.81 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | 0.02 | 0.00 | 8.25 | 0.00*** |
| 0:uniform:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -747.7663557803551
--------------------------------------------------------------------------------
bic: 1656.95
--------------------------------------------------------------------------------
MSE: 339.46
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.14 | 0.55 | -0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.24 | 0.17 | -1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.12 | 0.17 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.03 | 0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.51 | 0.20 | -2.51 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.28 | 0.10 | -2.80 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.11 | 0.31 | -0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.11 | 0.02 | -5.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.55 | 0.16 | 3.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.12 | 0.11 | 1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 2.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.01 | 0.03 | 0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.04 | 0.02 | -1.79 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.03 | 0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.37 | 0.09 | -3.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.21 | 0.06 | 3.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.31 | 0.06 | 4.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.29 | 0.09 | 3.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.14 | 0.09 | 1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.25 | 0.17 | -1.50 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.44 | 0.09 | -4.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.03 | 0.02 | -1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.91 | 0.13 | 6.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.01 | 0.00 | 2.97 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.23 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.11 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 0.66 | 0.51 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.04 | 0.01 | -6.68 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.8829460781251
--------------------------------------------------------------------------------
bic: 1670.76
--------------------------------------------------------------------------------
MSE: 532.46
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.57 | 0.21 | -2.76 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.03 | 0.02 | 1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.50 | 0.10 | -15.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.04 | -0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.05 | 0.09 | 0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.43 | 0.10 | -4.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | 0.00 | 0.02 | 0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.09 | 0.01 | 7.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.02 | 3.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.22 | 0.07 | 2.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.04 | 0.06 | -0.72 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.04 | 0.08 | -0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.85 | 0.12 | -7.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.18 | 0.04 | 4.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -6.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.46 | 0.05 | 9.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | -0.33 | 0.00 | -50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.01 | 0.00 | -15.14 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.01 | 0.00 | 1.68 | 0.09. |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.12 | 0.00 | -27.77 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.05 | 0.01 | 6.72 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.02 | 0.01 | -4.62 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | -0.95 | 0.01 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.03 | 0.00 | 13.69 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.02 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.03 | 0.00 | 16.83 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.56 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.01 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.18 | 0.00 | 37.02 | 0.00*** |
| Dev. uniform) . MIMEDSH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.01 | 0.00 | -45.75 | 0.00*** |
| Dev. normal) . DECLANES | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.19 | 0.01 | 33.85 | 0.00*** |
| Dev. normal) . MIMEDSH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.59 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . ADTLANE | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.6521151122023
--------------------------------------------------------------------------------
bic: 1662.11
--------------------------------------------------------------------------------
MSE: 270.67
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.64 | 0.67 | -0.95 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.24 | 0.10 | 11.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.20 | 0.18 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.16 | 0.19 | -0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.18 | 0.13 | -1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.30 | 0.20 | -1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.23 | 0.11 | 2.10 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.07 | 0.06 | -1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.55 | 0.31 | -1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.01 | 0.05 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.51 | 0.15 | 3.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.04 | -1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.05 | 0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.09 | 0.08 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.14 | 0.16 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.05 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.54 | 0.13 | -4.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.25 | 0.08 | -3.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.17 | 0.06 | 2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.02 | 0.00 | -8.82 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | -0.01 | 0.00 | -3.88 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.07 | 0.00 | 14.16 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.13 | 0.00 | 38.16 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.05 | 0.00 | 24.70 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.05 | 0.00 | 33.40 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.06 | 0.01 | 8.57 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -763.0124642649387
--------------------------------------------------------------------------------
bic: 1702.12
--------------------------------------------------------------------------------
MSE: 298.49
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.02 | 0.48 | -0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.10 | 0.05 | 2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.39 | 0.37 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.04 | 0.05 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.03 | 2.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.13 | 0.12 | 1.05 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.75 | 0.40 | -1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.45 | 0.16 | -2.81 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.00 | 0.01 | -0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.97 | 0.20 | 4.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.53 | 0.22 | 2.40 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.05 | 0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.02 | 0.06 | 0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.60 | 0.10 | 6.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.04 | 0.11 | 0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.27 | 0.01 | -27.45 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | -0.01 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.86 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.03 | 0.00 | -21.97 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.07 | 0.00 | -15.29 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.01 | 0.01 | 1.47 | 0.14 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.08 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | no | 0.09 | 0.01 | 15.69 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | sqrt | -0.00 | 0.29 | -0.02 | 0.99 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE: hetro group 0 | no | -0.63 | 0.20 | -3.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | no | -0.20 | 0.10 | -1.97 | 0.05. |
| 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS: hetro group 1 | arcsinh | -0.67 | 0.23 | -2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: CURVES: hetro | arcsinh | 0.47 | 0.07 | 6.48 | 0.00*** |
| group 2 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 2 | | -0.36 | 0.15 | -2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | 0.09 | 0.08 | 1.07 | 0.28 |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | 0.04 | 0.05 | 0.87 | 0.38 |
| 1:lm_normal:sd hetro | | | | | |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: CURVES: hetro | | 0.21 | 0.02 | 14.10 | 0.00*** |
| group 2:uniform:sd | | | | | |
| hetro group 2 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -749.7588272552586
--------------------------------------------------------------------------------
bic: 1670.72
--------------------------------------------------------------------------------
MSE: 430.91
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.11 | 0.40 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 1.07 | 0.07 | 16.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.11 | 0.09 | -1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.09 | 0.03 | -2.78 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.01 | 0.16 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.32 | 0.15 | 2.10 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.01 | 0.09 | 0.12 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.04 | 0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.26 | 0.06 | 4.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.05 | 0.03 | 2.09 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.05 | 0.08 | 0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.60 | 0.34 | -1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.03 | 0.02 | -1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.19 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.15 | 0.15 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.15 | 0.35 | -3.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.30 | 0.07 | -4.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.06 | 1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.24 | 0.09 | -2.58 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.06 | 0.00 | 35.61 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.02 | 0.00 | -16.47 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.00 | 1.26 | 0.21 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.00 | 0.00 | 10.51 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.14 | 0.00 | 46.74 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.00 | 0.00 | -0.48 | 0.63 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | -0.06 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.7066786755347
--------------------------------------------------------------------------------
bic: 1650.43
--------------------------------------------------------------------------------
MSE: 259.11
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.34 | 0.26 | -1.30 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.26 | 0.13 | 9.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 3.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.02 | 0.02 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.01 | 0.04 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.04 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.17 | 0.33 | -3.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.18 | 0.06 | 2.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.11 | 0.21 | -0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.05 | 1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.07 | 0.15 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.10 | 0.05 | -1.93 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.26 | 0.12 | -2.10 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.01 | 0.10 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.34 | 0.10 | -3.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.04 | 0.00 | 20.22 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.14 | 0.01 | 20.07 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.35 | 0.01 | 47.91 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.06 | 0.00 | 34.46 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.31 | 0.01 | 38.66 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.01 | 0.02 | 0.30 | 0.77 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.04 | 0.00 | 45.99 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.28 | 0.01 | 28.12 | 0.00*** |
| tn_normal) . MIMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.03 | 0.01 | -5.51 | 0.00*** |
| Dev. triangular) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.01 | 0.00 | -5.66 | 0.00*** |
| Dev. triangular) . URB | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.10 | 0.00 | -22.03 | 0.00*** |
| Dev. uniform) . MIMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.06 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . URB | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.06 | 0.00 | 14.46 | 0.00*** |
| Dev. uniform) . CURVES | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -747.6235672090484
--------------------------------------------------------------------------------
bic: 1656.16
--------------------------------------------------------------------------------
MSE: 281.96
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.11 | 0.09 | 1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.97 | 0.10 | 9.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.03 | 0.03 | -1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | 0.13 | 0.10 | 1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.24 | 0.09 | -2.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.01 | 0.10 | -0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.25 | 0.09 | 2.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | -0.01 | 0.08 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.14 | 0.08 | 1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.03 | 1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.14 | 0.13 | -1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.05 | -0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.24 | 0.13 | -9.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.44 | 0.07 | -6.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.17 | 0.06 | 2.62 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.34 | 0.06 | 6.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.19 | 0.09 | 2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.03 | 0.02 | 1.39 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.12 | 0.04 | -3.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.10 | 0.03 | 3.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.08 | 0.08 | -1.01 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.00 | 0.02 | 0.23 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.04 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.03 | 0.00 | 27.03 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.00 | 0.00 | 1.27 | 0.20 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.23 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.02 | 0.00 | -6.18 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.06 | 0.00 | 50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -749.3852189137035
--------------------------------------------------------------------------------
bic: 1653.29
--------------------------------------------------------------------------------
MSE: 659.87
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.32 | 0.39 | -3.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.00 | 0.10 | 10.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.39 | 0.07 | -5.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.03 | 3.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.01 | 0.02 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.00 | 0.01 | 0.08 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.03 | 0.04 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.04 | 0.80 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.11 | 0.07 | 1.61 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.53 | 0.13 | -4.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.07 | 0.05 | 1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.02 | 1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.26 | 0.18 | -1.50 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.01 | 0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.02 | 0.03 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.05 | 0.07 | -0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 1.09 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.01 | 0.00 | 8.30 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.03 | 0.00 | -16.44 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.27 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -2.89 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.08 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.05 | 0.01 | 6.16 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | sqrt | -0.08 | 0.01 | -15.91 | 0.00*** |
| Dev. uniform) . MIMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | no | -0.67 | 0.06 | -10.94 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | no | 0.04 | 0.01 | 2.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 0 | | 0.06 | 0.06 | 0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | | -0.04 | 0.03 | -1.26 | 0.21 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -717.2011053898261
--------------------------------------------------------------------------------
bic: 1597.71
--------------------------------------------------------------------------------
MSE: 365.34
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.50 | 0.63 | -0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.02 | 0.10 | 10.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.12 | 0.12 | -1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.04 | 0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.05 | 1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.14 | 0.10 | 1.30 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.03 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.03 | 0.07 | -0.43 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.25 | 0.14 | -1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.30 | 0.20 | -6.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.23 | 0.06 | 3.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.19 | 0.07 | 2.57 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.67 | 0.16 | -4.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.18 | 0.11 | -1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.27 | 0.07 | -3.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.01 | 0.00 | -3.87 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.03 | 0.00 | 28.52 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.05 | 0.01 | -8.55 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.02 | 0.00 | 11.45 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.05 | 0.00 | 25.03 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.01 | 0.00 | -7.08 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.09 | 0.00 | 45.43 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.24 | 0.01 | 32.38 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.02 | 0.00 | 3.74 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.02 | 0.00 | 16.28 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.59 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . INCLANES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.11 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.02 | 0.00 | 20.16 | 0.00*** |
| Dev. uniform) . DOUBLE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -761.059507192272
--------------------------------------------------------------------------------
bic: 1705.61
--------------------------------------------------------------------------------
MSE: 3280.11
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.04 | 0.54 | 0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.14 | 0.20 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.34 | 0.22 | -1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.72 | 0.44 | -1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.05 | 0.05 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.04 | 0.13 | 0.27 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.02 | 0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.04 | -0.08 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.02 | 2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.01 | 0.03 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.19 | 0.09 | 2.11 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.00 | 0.32 | -3.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.10 | 0.10 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.21 | 0.02 | 12.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.10 | 0.04 | -2.40 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.29 | 0.12 | -2.52 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.03 | 2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.24 | 0.15 | -1.61 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.70 | 0.12 | 5.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.04 | -0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.04 | 0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.05 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.18 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 0.18 | 0.01 | 19.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.05 | 0.00 | 25.36 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.15 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | -0.11 | 0.02 | -6.32 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.08 | 0.00 | 44.51 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.01 | 0.00 | 11.72 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.53 | 0.01 | -50.00 | 0.00*** |
| lm_normal) . MXMEDSH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.55 | 0.01 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.06 | 0.00 | -25.92 | 0.00*** |
| Dev. lm_normal) . FC | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -813.2282961362288
--------------------------------------------------------------------------------
bic: 1797.77
--------------------------------------------------------------------------------
MSE: 354.50
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.92 | 0.88 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.18 | 0.18 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.78 | 0.17 | -4.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.27 | 0.21 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.55 | 0.27 | 2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.17 | 0.19 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.09 | -0.06 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.01 | 0.02 | -0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.08 | 0.11 | -0.73 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | -0.03 | 0.18 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.17 | 0.16 | 1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.07 | 0.26 | 0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.09 | 0.07 | 1.36 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.36 | 0.12 | -3.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | 0.05 | 0.10 | 0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | 0.03 | 0.22 | 0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.03 | 1.05 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | -0.01 | 0.03 | -0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.00 | 0.02 | 0.02 | 0.98 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.00 | 0.01 | -0.30 | 0.76 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.00 | 0.01 | -0.29 | 0.78 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.00 | 0.00 | -0.41 | 0.68 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.04 | -0.35 | 0.72 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.02 | 0.03 | 0.85 | 0.40 |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.00 | 0.00 | 1.18 | 0.24 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.00 | 0.00 | 0.06 | 0.95 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.00 | 0.00 | 0.39 | 0.69 |
| Dev. uniform) . URB | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.01 | 0.01 | -1.06 | 0.29 |
| Dev. normal) . URB | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.01 | 0.01 | -1.47 | 0.14 |
| Dev. normal) . PEAKHR | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.09 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -758.818007602075
--------------------------------------------------------------------------------
bic: 1669.26
--------------------------------------------------------------------------------
MSE: 297.34
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.12 | 0.76 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.04 | 0.16 | 6.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.33 | 0.24 | -1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.21 | 0.23 | -0.89 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.37 | 0.29 | -1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.11 | 0.10 | -1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.01 | 0.26 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.07 | 0.06 | -1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | -0.16 | 0.27 | -0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.22 | 0.08 | 2.70 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.03 | 0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.04 | 0.02 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.06 | 0.04 | 1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.91 | 0.35 | -2.59 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.37 | 0.11 | -3.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.29 | 0.11 | 2.65 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.10 | 0.03 | -3.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.03 | 2.48 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.00 | 0.02 | -0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.07 | 0.00 | 46.68 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.61 | 0.01 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.02 | 0.00 | 15.52 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | no | -0.07 | 0.00 | -33.15 | 0.00*** |
| Dev. uniform) . MXGRADE | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | arcsinh | 0.11 | 0.04 | 3.13 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | no | 0.02 | 0.02 | 0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS: hetro group 0 | | 0.20 | 0.15 | 1.36 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | 0.03 | 0.02 | 1.91 | 0.06. |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.5578479602605
--------------------------------------------------------------------------------
bic: 1656.42
--------------------------------------------------------------------------------
MSE: 285.73
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.09 | 0.58 | -3.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.19 | 0.09 | 13.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.05 | 0.07 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.44 | 0.20 | -2.19 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.05 | 0.02 | -1.93 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.43 | 0.17 | 2.57 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.02 | 3.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.00 | 0.02 | 0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.05 | 2.24 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.18 | 0.05 | 3.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.07 | 0.09 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.04 | 0.10 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -1.77 | 0.19 | -9.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.38 | 0.12 | -3.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.65 | 0.16 | -4.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.01 | 0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.56 | 0.13 | 4.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.05 | 0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.07 | 2.05 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.21 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -1.74 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -4.29 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.38 | 0.01 | 46.53 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.14 | 0.00 | -37.80 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | 0.03 | 0.00 | 15.46 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.16 | 0.01 | -11.47 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.39 | 0.01 | -39.62 | 0.00*** |
| Dev. normal) . MXMEDSH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | 0.06 | 0.00 | 23.15 | 0.00*** |
| Dev. normal) . MIGRADE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -733.7095487850733
--------------------------------------------------------------------------------
bic: 1611.65
--------------------------------------------------------------------------------
MSE: 338.85
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.14 | 0.75 | -1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.00 | 0.08 | 13.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.01 | 0.16 | 0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.14 | 0.09 | 1.50 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.01 | 1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.04 | 1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.04 | 4.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.27 | 0.10 | 2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.01 | -0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.09 | 0.03 | -2.72 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.39 | 0.08 | -4.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.77 | 0.23 | -3.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.22 | 0.10 | -2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | -0.05 | 0.00 | -32.12 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.28 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.05 | 0.00 | 33.69 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.51 | 0.00 | -50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | no | -0.43 | 0.01 | -38.81 | 0.00*** |
| lm_normal) . WIDTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | no | 0.09 | 0.02 | 4.52 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | no | -0.02 | 0.04 | -0.52 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | arcsinh | -0.46 | 0.16 | -2.82 | 0.01* |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES: hetro group 1 | no | -0.02 | 0.07 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 1 | | -0.03 | 0.01 | -4.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | 0.08 | 0.01 | 6.30 | 0.00*** |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | | -0.02 | 0.00 | -6.33 | 0.00*** |
| group 1:normal:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.1706046315275
--------------------------------------------------------------------------------
bic: 1668.04
--------------------------------------------------------------------------------
MSE: 288.82
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -3.13 | 0.64 | -4.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.95 | 0.10 | 9.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.29 | 0.23 | -1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.10 | 0.10 | -1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.04 | -0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.39 | 0.21 | -1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.01 | 0.22 | -0.03 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.11 | 0.22 | 0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.09 | 0.07 | 1.24 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.11 | 0.08 | -1.33 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.02 | 0.04 | -0.59 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -4.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.28 | 0.07 | 4.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.34 | 0.09 | 3.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.00 | 0.04 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.04 | 0.04 | 0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.07 | 0.09 | 0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.23 | 0.06 | 3.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.18 | 0.08 | -2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.26 | 0.19 | -1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.19 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.13 | 0.00 | 44.13 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.00 | 0.00 | 0.80 | 0.43 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.11 | 0.00 | -26.63 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.20 | 0.01 | 39.76 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.15 | 0.00 | -43.02 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | no | -0.16 | 0.02 | -7.29 | 0.00*** |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | no | -0.32 | 0.21 | -1.51 | 0.13 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH: hetro group 0 | no | 0.07 | 0.02 | 3.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -0.05 | 0.01 | -4.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | | 0.04 | 0.00 | 8.81 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -799.868911062193
--------------------------------------------------------------------------------
bic: 1742.97
--------------------------------------------------------------------------------
MSE: 330.43
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.81 | 0.45 | -1.81 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.04 | 0.03 | 1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.07 | 0.05 | 1.36 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.12 | 0.03 | 4.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.02 | 0.02 | -0.93 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.30 | 0.20 | 1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -4.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.13 | 0.09 | 1.39 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.48 | 0.15 | -3.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.25 | 0.12 | -2.09 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.05 | 0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.02 | 0.06 | -0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.97 | 0.09 | -10.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.18 | 0.05 | 3.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.55 | 0.11 | 5.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.20 | 0.00 | 40.01 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | -0.14 | 0.01 | -15.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.16 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.08 | 0.00 | -35.25 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.31 | 0.00 | 50.00 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.21 | 0.00 | 50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.15 | 0.00 | 42.67 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.47 | 0.01 | -50.00 | 0.00*** |
| lm_normal) . SPEED | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.31 | 0.01 | -39.09 | 0.00*** |
| Dev. lm_normal) . SPEED | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.22 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) . TRAIN | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -736.6964977514162
--------------------------------------------------------------------------------
bic: 1638.20
--------------------------------------------------------------------------------
MSE: 302.27
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.96 | 0.08 | -11.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.01 | 0.03 | -0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.49 | 0.12 | 4.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | 0.04 | 0.08 | 0.52 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.14 | 0.05 | 3.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.04 | 0.07 | 0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.03 | 0.03 | -1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.58 | 0.08 | -7.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.24 | 0.09 | 13.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.22 | 0.07 | -3.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.33 | 0.06 | -5.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.10 | 0.02 | -5.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.06 | 0.06 | -1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.41 | 0.07 | -6.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.14 | 0.04 | 3.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.30 | 0.07 | 4.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.13 | 0.08 | -1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.27 | 0.07 | -4.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.02 | 0.00 | -7.82 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.05 | 0.00 | -45.55 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | -0.30 | 0.00 | -50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.00 | 0.00 | -3.07 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.00 | 0.26 | 0.80 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.01 | 0.01 | 1.29 | 0.20 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.22 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.27 | 0.01 | 46.71 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.15 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.13 | 0.01 | -20.65 | 0.00*** |
| Dev. normal) . DECLANES | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -733.6232199327549
--------------------------------------------------------------------------------
bic: 1645.84
--------------------------------------------------------------------------------
MSE: 2788.16
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.60 | 0.91 | -0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.38 | 0.19 | -1.96 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.14 | 0.02 | 7.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.26 | 0.29 | -4.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.07 | 0.05 | 1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.38 | 0.32 | -1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.02 | 1.33 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.07 | 0.06 | -1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.01 | -0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.13 | 0.09 | 1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.08 | 0.10 | -0.80 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.47 | 0.12 | -3.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.32 | 0.24 | 1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.19 | 0.17 | -1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.02 | 0.01 | -2.35 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.01 | 0.04 | 0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | -0.16 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | -0.96 | 0.01 | -50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.00 | 0.00 | 0.35 | 0.73 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.01 | 0.00 | -4.26 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -6.29 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.06 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.02 | 0.00 | -13.38 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | no | -0.08 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . MIMEDSH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | no | -0.02 | 0.05 | -0.50 | 0.61 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | arcsinh | -0.01 | 0.01 | -0.89 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR: hetro group 0 | arcsinh | 0.05 | 0.07 | 0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | no | 1.04 | 0.10 | 10.12 | 0.00*** |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES: hetro group 1 | | -0.56 | 0.23 | -2.43 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | | 0.03 | 0.01 | 4.41 | 0.00*** |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | | 0.02 | 0.02 | 1.19 | 0.24 |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -729.5590461382895
--------------------------------------------------------------------------------
bic: 1614.64
--------------------------------------------------------------------------------
MSE: 205.26
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.71 | 0.23 | -3.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.01 | 0.03 | -0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.04 | 0.23 | 0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.48 | 0.32 | -1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.45 | 0.18 | -7.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.12 | 0.11 | -1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.01 | 0.04 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.14 | 0.05 | 2.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.11 | 0.02 | 4.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.08 | 0.04 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.03 | 0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.88 | 0.07 | 11.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.69 | 0.07 | -9.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.39 | 0.07 | -5.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.03 | 0.00 | -44.33 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.02 | 0.00 | -13.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.04 | 0.00 | 17.12 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.23 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | -0.02 | 0.00 | -20.36 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.25 | 0.00 | 50.00 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.35 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.24 | 0.01 | 44.34 | 0.00*** |
| triangular) . LENGTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | arcsinh | 0.55 | 0.00 | 50.00 | 0.00*** |
| triangular) . INCLANES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | no | -0.12 | 0.10 | -1.25 | 0.21 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 0 | | 0.01 | 0.01 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | | 0.01 | 0.02 | 0.40 | 0.69 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -747.2660464376634
--------------------------------------------------------------------------------
bic: 1656.95
--------------------------------------------------------------------------------
MSE: 357.60
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.71 | 0.73 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.06 | 0.23 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.06 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.04 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.01 | 0.04 | 0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.10 | 0.14 | -0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.01 | 0.12 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.26 | 0.22 | 5.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.34 | 0.22 | 1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.03 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.00 | 0.02 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.11 | 0.10 | 1.07 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.09 | 1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.11 | 0.05 | -2.39 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.03 | 1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.04 | 0.04 | -1.04 | 0.30 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.00 | 0.00 | -0.14 | 0.89 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -0.12 | 0.90 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.01 | 0.00 | -2.41 | 0.02* |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.01 | 0.01 | 0.96 | 0.34 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.00 | 0.01 | 0.20 | 0.84 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.05 | 0.00 | 13.88 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.00 | 0.00 | -1.80 | 0.07. |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.03 | 0.00 | -15.68 | 0.00*** |
| Dev. lm_normal) . FC | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | sqrt | -0.23 | 0.14 | -1.67 | 0.10 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | arcsinh | -1.65 | 0.23 | -7.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | no | 0.20 | 0.08 | 2.57 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | 0.00 | 0.04 | 0.07 | 0.94 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.17 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.957171510018
--------------------------------------------------------------------------------
bic: 1657.72
--------------------------------------------------------------------------------
MSE: 258.59
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.37 | 0.77 | -0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.98 | 0.11 | 9.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 3.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.89 | 0.44 | -2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.13 | -1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.21 | 0.24 | -0.89 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.09 | 0.04 | -2.39 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.35 | 0.23 | 1.50 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.00 | 0.02 | 0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.31 | 0.15 | 2.10 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.16 | 0.26 | -4.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -4.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.05 | 1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.44 | 0.09 | 4.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.22 | 0.10 | -2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.19 | 0.08 | 2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.78 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.72 | 0.10 | -7.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.00 | 0.01 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.59 | 0.56 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.30 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 2.18 | 0.03* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.31 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.03 | 0.00 | 45.96 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.05 | 0.00 | -14.64 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.04 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.03 | 0.00 | -29.59 | 0.00*** |
| Dev. uniform) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.09 | 0.00 | 49.37 | 0.00*** |
| Dev. uniform) . GRADEBR | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -735.238451824684
--------------------------------------------------------------------------------
bic: 1636.29
--------------------------------------------------------------------------------
MSE: 231.83
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.04 | 0.42 | -0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.99 | 0.14 | 7.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.10 | 0.10 | 0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.02 | 0.04 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.02 | 0.22 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.03 | 2.64 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.01 | 0.07 | 0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.02 | 0.08 | 0.31 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.22 | 0.16 | -1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.09 | 0.12 | -9.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.05 | 0.09 | 0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.17 | 0.09 | 1.95 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.19 | 0.10 | 1.90 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.44 | 0.23 | -1.93 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.03 | 2.56 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.06 | -0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.22 | 0.09 | -2.54 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.56 | 0.33 | -1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | 0.15 | 0.33 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.29 | 0.21 | -1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.17 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.03 | 0.00 | 22.50 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | -0.02 | 0.00 | -20.22 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.61 | 0.01 | 43.42 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.01 | 0.00 | 3.96 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.28 | 0.01 | 36.93 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.65 | 0.02 | -33.18 | 0.00*** |
| normal) . WIDTH (Std. | | | | | |
| Dev. lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.55 | 0.02 | 34.32 | 0.00*** |
| uniform) . WIDTH (Std. | | | | | |
| Dev. lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.02 | 0.01 | 2.89 | 0.00*** |
| uniform) . SPEED (Std. | | | | | |
| Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -736.0994990628512
--------------------------------------------------------------------------------
bic: 1641.90
--------------------------------------------------------------------------------
MSE: 282.33
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.27 | 0.16 | -1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.19 | 0.12 | 9.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.65 | 0.08 | -8.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.05 | 0.14 | -0.34 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.05 | 1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.00 | 0.05 | -0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.03 | 0.07 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.33 | 0.10 | -13.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.06 | 2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.14 | 0.09 | -1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.26 | 0.12 | -2.22 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 3.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.02 | 2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.05 | -0.02 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.13 | 0.06 | -2.12 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.06 | 0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.02 | 0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.09 | -0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -1.05 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 0.96 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.13 | 0.00 | -43.60 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.03 | 0.00 | -8.81 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.00 | 0.00 | -2.13 | 0.03* |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.02 | 0.01 | -2.94 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.01 | 0.00 | 2.14 | 0.03* |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | log | 0.02 | 0.00 | 8.90 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DOUBLE: hetro | no | 0.04 | 0.23 | 0.17 | 0.87 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | no | 0.04 | 0.05 | 0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS: hetro group 0 | | -0.29 | 0.19 | -1.54 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| main: DOUBLE: hetro | | 0.18 | 0.03 | 5.87 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -769.5374017452501
--------------------------------------------------------------------------------
bic: 1715.17
--------------------------------------------------------------------------------
MSE: 2471.61
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.33 | 0.55 | -0.59 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.26 | 0.16 | -1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.01 | 0.12 | -0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.84 | 0.37 | -2.28 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.17 | 0.12 | -1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.13 | 0.04 | -2.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.05 | 0.28 | -0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.03 | 1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.23 | 0.09 | 2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.48 | 0.18 | -2.61 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.34 | 0.05 | 6.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | -0.03 | 0.08 | -0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.11 | 0.03 | 3.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.64 | 0.15 | 4.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.06 | 0.02 | 2.52 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.50 | 0.40 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.70 | 0.25 | -2.78 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.10 | 0.02 | 6.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.03 | 0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.14 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.03 | 0.00 | 18.55 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.02 | 0.00 | 33.28 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.13 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.19 | 0.00 | 50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.02 | 0.00 | -42.10 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.03 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.08 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) . WIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.01 | 0.00 | -5.40 | 0.00*** |
| Dev. lm_normal) . WIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | no | 0.03 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| GRADEBR (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | no | -0.08 | 0.06 | -1.27 | 0.21 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | | 0.02 | 0.06 | 0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | | -0.09 | 0.03 | -3.16 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -765.4688297504147
--------------------------------------------------------------------------------
bic: 1664.38
--------------------------------------------------------------------------------
MSE: 450.55
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.05 | 0.16 | -0.34 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.09 | 0.14 | 8.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.19 | 0.18 | -1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.05 | 0.10 | 0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.04 | 0.08 | -0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.12 | 0.11 | -1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.09 | 0.06 | -1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.26 | 0.16 | -1.60 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.50 | 0.09 | 5.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.04 | 0.01 | 3.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.07 | 0.03 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.04 | 1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.21 | 0.09 | -2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.14 | 0.28 | -4.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.57 | 0.11 | -4.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.29 | 0.05 | 5.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.31 | 0.08 | 4.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.03 | 0.17 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.03 | 0.03 | -1.19 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.08 | 0.04 | -2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.56 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.01 | 0.00 | 2.98 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.09 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -747.2551685020452
--------------------------------------------------------------------------------
bic: 1677.11
--------------------------------------------------------------------------------
MSE: 315.36
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.49 | 0.75 | -0.65 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.88 | 0.16 | 5.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.00 | 0.34 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.25 | 0.16 | -1.58 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.17 | -1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | 0.02 | 0.07 | 0.26 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.21 | 0.18 | -1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.04 | 1.07 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.03 | 0.23 | 0.13 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.07 | 0.32 | -0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.04 | 1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.35 | 0.23 | -1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.31 | 0.22 | 1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.01 | 0.02 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.26 | 0.14 | -1.88 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.05 | 0.12 | -0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.40 | 0.18 | -2.22 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.00 | 0.03 | -0.07 | 0.94 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.38 | 0.71 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.00 | 0.00 | -0.14 | 0.89 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -0.31 | 0.76 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.00 | 0.00 | 0.12 | 0.90 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.00 | 0.00 | 0.11 | 0.91 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 0.22 | 0.83 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.00 | 0.02 | -0.07 | 0.94 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.00 | 0.00 | 0.53 | 0.60 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.00 | 0.01 | -0.22 | 0.83 |
| Dev. triangular) . | | | | | |
| CURVES (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | sqrt | -0.14 | 0.15 | -0.91 | 0.36 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | no | 0.20 | 0.09 | 2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | 0.00 | 0.08 | 0.01 | 1.00 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.10 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -795.2790362004207
--------------------------------------------------------------------------------
bic: 1753.37
--------------------------------------------------------------------------------
MSE: 321.78
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.17 | 0.68 | -3.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.48 | 0.19 | -2.58 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.21 | 0.07 | 2.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.08 | 0.03 | 3.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.15 | 0.03 | 5.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.01 | 0.06 | 0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.20 | 0.10 | 1.90 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.18 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.74 | 0.14 | -5.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.03 | 2.54 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.28 | 0.11 | -2.52 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.35 | 0.23 | -1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.05 | 0.03 | 1.61 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.11 | 0.18 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.12 | 0.05 | 2.48 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | -1.32 | 0.24 | -5.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.60 | 0.07 | 8.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.25 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.03 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 1.09 | 0.01 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.02 | 0.00 | 7.09 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.21 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.13 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.24 | 0.01 | 45.63 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.31 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.05 | 0.00 | 24.91 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.02 | 0.01 | -2.43 | 0.02* |
| Dev. uniform) . FC | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.18 | 0.01 | -21.91 | 0.00*** |
| Dev. lm_normal) . FC | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.28 | 0.01 | -36.65 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| PEAKHR (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -774.253752334433
--------------------------------------------------------------------------------
bic: 1696.64
--------------------------------------------------------------------------------
MSE: 275.19
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.35 | 0.49 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.01 | 0.19 | 0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.14 | 0.05 | -3.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.06 | 0.18 | 0.34 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.06 | 0.02 | 3.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.56 | 0.07 | 8.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.02 | 0.01 | -1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | -0.01 | 0.03 | -0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.19 | 0.23 | -0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.33 | 0.11 | -2.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.38 | 0.19 | 2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.91 | 0.17 | -5.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.47 | 0.06 | 7.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.80 | 0.33 | -2.44 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.96 | 0.37 | -2.60 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -1.35 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.50 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.16 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.19 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.08 | 0.00 | -40.65 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.80 | 0.01 | 50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.03 | 0.00 | 22.04 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | arcsinh | -0.74 | 0.01 | -50.00 | 0.00*** |
| uniform) . WIDTH (Std. | | | | | |
| Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | no | 0.67 | 0.16 | 4.06 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN: hetro group 0 | no | 0.16 | 0.04 | 3.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | 0.06 | 0.05 | 1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | 0.26 | 0.04 | 6.02 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.7774192598267
--------------------------------------------------------------------------------
bic: 1667.76
--------------------------------------------------------------------------------
MSE: 229.60
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.12 | 0.75 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.42 | 0.16 | 8.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.04 | 0.11 | 0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.12 | 0.20 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.02 | 0.21 | -0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.04 | 0.03 | 1.14 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.08 | 0.09 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.06 | 0.03 | 1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.51 | 0.12 | -4.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.34 | 0.12 | 2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.65 | 0.38 | -1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.04 | -0.23 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.00 | 0.25 | -0.02 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | -0.05 | 0.09 | -0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.13 | 0.08 | 1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.33 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.06 | 1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.05 | 0.06 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.16 | 0.35 | -3.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.13 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.13 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.07 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.06 | 0.01 | 9.69 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.03 | 0.00 | 18.36 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.04 | 0.00 | 9.74 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.21 | 0.01 | 35.98 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.14 | 0.01 | 18.38 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.07 | 0.00 | -37.07 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -755.5355548336379
--------------------------------------------------------------------------------
bic: 1697.45
--------------------------------------------------------------------------------
MSE: 221.23
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.31 | 0.32 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.29 | 0.11 | -2.67 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.04 | 0.03 | 1.43 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.35 | 0.09 | -3.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.04 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.21 | 0.20 | -1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.94 | 0.19 | 4.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.40 | 0.06 | 7.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.67 | 0.33 | -2.05 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.11 | 0.03 | -3.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.36 | 0.05 | 6.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.03 | 0.05 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.02 | 1.58 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.06 | 1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.10 | 0.02 | 5.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.40 | 0.07 | 5.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.33 | 0.09 | -3.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.47 | 0.01 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.00 | 0.00 | -0.94 | 0.35 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.03 | 0.00 | -16.60 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.10 | 0.00 | -27.08 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.11 | 0.00 | -39.72 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | -0.09 | 0.00 | -43.56 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.32 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.02 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.34 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.17 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | log | 0.11 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| CURVES (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | no | -0.63 | 0.22 | -2.82 | 0.01* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS: hetro group 0 | | -0.42 | 0.17 | -2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | 0.20 | 0.03 | 6.57 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -738.9046059964218
--------------------------------------------------------------------------------
bic: 1646.51
--------------------------------------------------------------------------------
MSE: 2722.68
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.62 | 0.16 | -3.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.28 | 0.12 | -2.30 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.02 | 3.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.01 | 1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.06 | -0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.08 | 0.03 | 2.43 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -4.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.21 | 0.08 | 2.71 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | 0.03 | 0.04 | 0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.83 | 0.18 | -4.63 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.11 | 0.02 | 4.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.27 | 0.14 | -1.93 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.31 | 0.07 | -4.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.98 | 0.07 | 14.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.05 | 0.03 | -1.75 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.02 | 0.03 | -0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.22 | 0.05 | 4.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.03 | 0.00 | 17.58 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.01 | 0.00 | 17.59 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.10 | 0.00 | -25.62 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.03 | 0.00 | -44.71 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.05 | 0.00 | 19.01 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.02 | 0.00 | -15.52 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.19 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.19 | 0.00 | -50.00 | 0.00*** |
| uniform) . LENGTH (Std. | | | | | |
| Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.19 | 0.00 | 50.00 | 0.00*** |
| uniform) . MIMEDSH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.03 | 0.00 | -25.44 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.30 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.08 | 0.00 | -34.53 | 0.00*** |
| Dev. lm_normal) . TRAIN | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -755.3919012886215
--------------------------------------------------------------------------------
bic: 1679.99
--------------------------------------------------------------------------------
MSE: 1238.13
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.25 | 0.38 | -0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.21 | 0.03 | 6.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.36 | 0.26 | -1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.09 | 0.03 | 3.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.25 | 0.09 | -2.83 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.12 | 0.04 | 3.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | 0.00 | 0.05 | 0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.00 | 0.02 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.40 | 0.15 | -2.69 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.30 | 0.09 | 3.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.38 | 0.27 | -1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.40 | 0.20 | 1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.07 | 0.03 | 2.16 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.02 | 0.01 | -1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.03 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.02 | 0.13 | -7.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.04 | 0.03 | -1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.22 | 0.08 | 2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.19 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.01 | 0.00 | 8.98 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.01 | 0.00 | -2.94 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.00 | 0.00 | 25.80 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.01 | 0.00 | 5.05 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.35 | 0.00 | 50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.06 | 0.00 | -33.43 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.08 | 0.00 | 32.49 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.11 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| SPEED (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.35 | 0.01 | -50.00 | 0.00*** |
| Dev. normal) . SPEED | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.12 | 0.01 | 15.79 | 0.00*** |
| Dev. normal) . DOUBLE | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -758.1016834269876
--------------------------------------------------------------------------------
bic: 1691.30
--------------------------------------------------------------------------------
MSE: 5252.09
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.41 | 0.56 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.28 | 0.13 | -2.09 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.13 | 0.17 | -0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.07 | -0.53 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.06 | 0.19 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 2.25 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.37 | 0.05 | 6.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.08 | 0.08 | -1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.08 | 0.01 | 7.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.30 | 0.17 | -1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.15 | 0.36 | -3.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.38 | 0.53 | 0.72 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.06 | 0.05 | 1.07 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.35 | 0.09 | -3.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.05 | 0.10 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.01 | 0.00 | -23.04 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.17 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.01 | 0.00 | 15.60 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.79 | 0.01 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.01 | 0.00 | -2.98 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.03 | 0.00 | -12.55 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.02 | 0.00 | 5.71 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.09 | 0.00 | -20.42 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| PEAKHR (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.33 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| PEAKHR (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.15 | 0.01 | -21.02 | 0.00*** |
| Dev. triangular) . | | | | | |
| TANGENT (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.03 | 0.00 | 27.57 | 0.00*** |
| Dev. uniform) . PEAKHR | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.01 | 0.01 | 2.59 | 0.01* |
| Dev. uniform) . TANGENT | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | arcsinh | -0.07 | 0.01 | -5.45 | 0.00*** |
| Dev. uniform) . ADTLANE | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: CURVES: hetro | arcsinh | 0.28 | 0.07 | 3.84 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | | 0.01 | 0.03 | 0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| main: CURVES: hetro | | -0.04 | 0.01 | -2.95 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -754.358234116139
--------------------------------------------------------------------------------
bic: 1689.21
--------------------------------------------------------------------------------
MSE: 581.00
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.15 | 0.81 | -1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.37 | 0.19 | -1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.03 | 0.01 | -3.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.05 | -0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.37 | 0.21 | -1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.00 | 0.01 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.28 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.15 | 0.15 | 1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.08 | 0.04 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.58 | 0.08 | -7.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.06 | 2.05 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.12 | 0.23 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.01 | 0.04 | 0.30 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.02 | 0.07 | 0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.02 | 0.01 | -2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 1.10 | 0.11 | 10.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.02 | 0.09 | 0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.46 | 0.17 | 2.70 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.03 | 0.00 | 16.09 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.03 | 0.00 | 49.42 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.01 | 0.01 | -1.35 | 0.18 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -30.39 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.49 | 0.01 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.20 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.00 | 0.00 | -4.32 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.19 | 0.01 | 29.47 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.29 | 0.01 | -29.45 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.13 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.62 | 0.01 | 50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| CURVES (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.02 | 0.00 | -19.60 | 0.00*** |
| Dev. uniform) . LENGTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.19 | 0.00 | 40.20 | 0.00*** |
| Dev. uniform) . CURVES | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.25 | 0.01 | 45.79 | 0.00*** |
| Dev. uniform) . MINRAD | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -751.5752938839273
--------------------------------------------------------------------------------
bic: 1667.96
--------------------------------------------------------------------------------
MSE: 247.60
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.44 | 0.23 | -10.75 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.14 | 0.12 | 9.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.01 | 0.03 | -0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.08 | 0.05 | 1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.03 | 3.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.09 | 0.21 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.21 | 0.05 | 3.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.09 | 0.03 | 3.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.63 | 0.13 | -4.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.10 | 0.03 | 3.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.00 | 0.05 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.37 | 0.15 | -2.49 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.13 | 0.06 | 2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.08 | 0.09 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.08 | 0.06 | -1.36 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.11 | -1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.55 | 0.06 | -8.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.14 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.07 | 0.00 | 48.98 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | 0.00 | 0.00 | 1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.06 | 0.00 | 27.33 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.00 | 0.00 | 1.24 | 0.22 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.04 | 0.00 | -23.02 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.17 | 0.01 | 15.72 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.89 | 0.01 | 50.00 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.05 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | log | 0.02 | 0.00 | 22.87 | 0.00*** |
| Dev. normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | no | -0.34 | 0.16 | -2.08 | 0.04* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | 0.03 | 0.04 | 0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | | 0.05 | 0.03 | 1.37 | 0.17 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -732.0360901740796
--------------------------------------------------------------------------------
bic: 1639.67
--------------------------------------------------------------------------------
MSE: 250.22
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.48 | 0.68 | -0.70 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.02 | 0.03 | -0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.54 | 0.28 | -1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.04 | -1.73 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.08 | 0.18 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.19 | 0.07 | 2.68 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.01 | 0.01 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.03 | 2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.15 | 0.21 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -4.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.05 | 1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.06 | 0.10 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.17 | 0.11 | 10.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.01 | 0.02 | 0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.05 | -0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.02 | 0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.08 | 0.03 | -2.48 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.06 | 0.07 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.42 | 0.43 | -3.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.14 | 0.00 | -28.78 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.02 | 0.01 | -3.10 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -3.05 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.12 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.08 | 0.00 | -25.26 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.01 | 0.00 | 12.09 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.49 | 0.01 | 50.00 | 0.00*** |
| Dev. normal) . DOUBLE | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.61 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . DOUBLE | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | no | 0.07 | 0.00 | 47.78 | 0.00*** |
| Dev. normal) . CURVES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | no | -0.20 | 0.09 | -2.14 | 0.03* |
| 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | | 0.18 | 0.08 | 2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | 0.27 | 0.06 | 4.28 | 0.00*** |
| 0:normal:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -735.9546750713212
--------------------------------------------------------------------------------
bic: 1664.19
--------------------------------------------------------------------------------
MSE: 23105.64
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.84 | 0.63 | -1.33 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.99 | 0.10 | 10.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.11 | 0.18 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.83 | 0.27 | -3.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.04 | -1.73 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.03 | 0.04 | -0.73 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.27 | 0.19 | -1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.02 | 1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.34 | 0.17 | -2.05 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.04 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -3.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.05 | 1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.05 | 3.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.39 | 0.09 | -4.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.10 | -1.85 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.24 | 0.20 | 1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.01 | 0.01 | -1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.03 | 0.17 | 0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.34 | 0.15 | 2.34 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.24 | 0.07 | -3.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.03 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.07 | 0.00 | -37.84 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.06 | 0.00 | 14.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.01 | 0.00 | 4.56 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.00 | 0.00 | -2.37 | 0.02* |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | -1.20 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | -1.11 | 0.01 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.04 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.01 | 0.00 | -7.31 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.99 | 0.01 | 50.00 | 0.00*** |
| Dev. normal) . INCLANES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.04 | 0.00 | 19.79 | 0.00*** |
| Dev. uniform) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 7.98 | 0.00*** |
| Dev. uniform) . MXMEDSH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.30 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.03 | 0.00 | 16.84 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.03 | 0.00 | 8.91 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| ADTLANE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -766.3803600602189
--------------------------------------------------------------------------------
bic: 1680.89
--------------------------------------------------------------------------------
MSE: 550.06
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.77 | 0.33 | -2.32 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.00 | 0.05 | -0.04 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.08 | 0.03 | 2.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.03 | 0.05 | -0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.45 | 0.05 | 9.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.05 | 0.12 | 0.39 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.43 | 0.09 | 4.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.09 | 0.36 | -3.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.20 | 0.11 | 1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.03 | -0.62 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.74 | 0.12 | -5.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.04 | -1.14 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.94 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.05 | 0.00 | 14.78 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.08 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.14 | 0.00 | 49.38 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -1.78 | 0.08. |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | -0.50 | 0.01 | -42.46 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.06 | 0.00 | 30.67 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | arcsinh | 0.11 | 0.01 | 12.51 | 0.00*** |
| triangular) . DECLANES | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | no | 0.50 | 0.15 | 3.43 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB: hetro group 0 | arcsinh | -0.13 | 0.12 | -1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | no | 0.29 | 0.29 | 0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | arcsinh | -0.03 | 0.04 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.49 | 0.10 | -4.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | -0.10 | 0.01 | -15.16 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.7655875948726
--------------------------------------------------------------------------------
bic: 1655.84
--------------------------------------------------------------------------------
MSE: 694.44
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.37 | 0.25 | -1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.11 | 0.04 | -2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.84 | 0.10 | -8.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.03 | -2.35 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.01 | 0.04 | -0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.12 | 0.08 | 1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.04 | 1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.13 | 0.05 | 2.76 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | 0.04 | 0.05 | 0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.13 | 0.07 | 16.49 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.11 | 0.11 | 1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.18 | 0.08 | -2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.81 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.03 | 0.09 | -11.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.49 | 0.11 | -4.48 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.26 | 0.09 | -2.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.03 | 0.04 | 0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.02 | 0.00 | 7.98 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.13 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.04 | 0.00 | 16.82 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -7.50 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.00 | 0.83 | 0.41 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.08 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.07 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.86 | 0.00 | -50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.09 | 0.00 | -30.19 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.10 | 0.00 | 22.10 | 0.00*** |
| tn_normal) . DECLANES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.05 | 0.00 | 17.52 | 0.00*** |
| Dev. normal) . DECLANES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.08 | 0.00 | 22.63 | 0.00*** |
| Dev. normal) . URB | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -735.8894306195832
--------------------------------------------------------------------------------
bic: 1624.80
--------------------------------------------------------------------------------
MSE: 286.44
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.12 | 0.27 | -4.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.46 | 0.14 | -3.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.66 | 0.23 | -2.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.02 | 0.03 | 0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.17 | 0.11 | -1.58 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.05 | 0.05 | -1.07 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.05 | 0.06 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.31 | 0.08 | -3.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.44 | 0.13 | 3.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.10 | 0.07 | 1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.02 | 2.82 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.05 | 1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.33 | 0.12 | 11.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.29 | 0.11 | 2.55 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.04 | 0.06 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.66 | 0.01 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.11 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.04 | 0.00 | 18.15 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.18 | 0.01 | 30.40 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.25 | 0.01 | -35.80 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.14 | 0.00 | 45.14 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.00 | 0.00 | 1.11 | 0.27 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.38 | 0.01 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.12 | 0.01 | 19.68 | 0.00*** |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | no | 0.02 | 0.00 | 5.07 | 0.00*** |
| Dev. normal) . AVEPRE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | sqrt | -0.03 | 0.03 | -1.10 | 0.27 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -0.40 | 0.10 | -3.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | | -0.11 | 0.02 | -5.59 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -761.0203868226818
--------------------------------------------------------------------------------
bic: 1672.67
--------------------------------------------------------------------------------
MSE: 317.37
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.63 | 1.21 | -2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.11 | 0.03 | 3.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.08 | 0.19 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.06 | -0.17 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.04 | 1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.51 | 0.14 | -3.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.34 | 0.09 | 3.63 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.01 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.34 | 0.24 | 1.43 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.28 | 0.09 | 3.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.51 | 0.24 | -2.12 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.10 | 0.15 | -0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.20 | 0.27 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.01 | 0.24 | 0.81 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.00 | 0.00 | 0.63 | 0.53 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.00 | 0.01 | 0.26 | 0.80 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | -1.29 | 0.02 | -50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.02 | 0.02 | -1.21 | 0.23 |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.00 | 0.00 | -0.28 | 0.78 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.12 | 0.02 | 6.86 | 0.00*** |
| normal) . DECLANES | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 1.18 | 0.02 | 47.53 | 0.00*** |
| Dev. normal) . DECLANES | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.00 | 0.00 | 0.21 | 0.83 |
| Dev. normal) . URB | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | no | -0.06 | 0.07 | -0.89 | 0.38 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS: hetro group 0 | no | -0.20 | 0.26 | -0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | | -0.00 | 0.06 | -0.02 | 0.99 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.68 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.1057101500702
--------------------------------------------------------------------------------
bic: 1660.52
--------------------------------------------------------------------------------
MSE: 1351.83
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.81 | 0.13 | -6.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.27 | 0.08 | -3.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.07 | 0.08 | 0.89 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.07 | 0.15 | -0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | -0.04 | 0.07 | -0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.57 | 0.16 | -3.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.63 | 0.14 | -12.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.07 | 0.08 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.04 | 0.12 | 9.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.12 | 0.07 | -1.73 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.00 | 0.03 | 0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.31 | 0.09 | -3.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | -0.00 | 0.01 | -0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.22 | 0.06 | 3.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.05 | 0.00 | -27.31 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.01 | 0.00 | -2.93 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.03 | 0.00 | 41.89 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.01 | 0.00 | 6.69 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.64 | 0.01 | 50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.00 | 0.00 | -7.20 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.13 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.01 | 0.00 | -21.12 | 0.00*** |
| Dev. normal) . URB | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.16 | 0.00 | 38.20 | 0.00*** |
| Dev. normal) . URB | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | arcsinh | 0.19 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . PEAKHR | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRADE: hetro | arcsinh | 0.10 | 0.02 | 4.67 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF: hetro group 0 | | 0.18 | 0.07 | 2.65 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRADE: hetro | | 0.07 | 0.04 | 1.61 | 0.11 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.8549580697525
--------------------------------------------------------------------------------
bic: 1657.23
--------------------------------------------------------------------------------
MSE: 309.81
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.90 | 0.79 | -2.39 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.04 | 0.13 | 7.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.17 | 0.23 | -0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.02 | 0.16 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.35 | 0.33 | -1.07 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.10 | 0.19 | 0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.03 | 2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.14 | 0.12 | 1.22 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.08 | 0.35 | 0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.09 | 0.10 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.04 | 1.83 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.05 | 0.15 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.70 | 0.19 | -3.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.22 | 0.10 | -2.10 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.33 | 0.14 | -2.42 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.17 | 0.01 | -24.78 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.21 | 0.84 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.01 | -0.03 | 0.97 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -0.05 | 0.96 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.00 | 0.00 | -0.13 | 0.90 |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.01 | 0.01 | -0.55 | 0.58 |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.00 | 0.01 | -0.11 | 0.91 |
| normal) . WIDTH (Std. | | | | | |
| Dev. triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | arcsinh | 0.10 | 0.17 | 0.58 | 0.57 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | arcsinh | 0.03 | 0.04 | 0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | no | -0.02 | 0.09 | -0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | 0.05 | 0.03 | 1.55 | 0.12 |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.50 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -738.4828516289398
--------------------------------------------------------------------------------
bic: 1646.17
--------------------------------------------------------------------------------
MSE: 5186.12
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.20 | 0.19 | 1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.84 | 0.09 | 9.63 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.34 | 0.12 | -2.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.43 | 0.12 | 3.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.59 | 0.16 | -3.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.23 | 0.09 | -2.72 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.03 | 2.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.10 | 0.08 | 1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.77 | 0.18 | -4.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.31 | 0.06 | -5.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.18 | 0.06 | 3.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.65 | 0.08 | -7.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.01 | 2.38 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.17 | 0.06 | 2.64 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.11 | 0.07 | -1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.05 | 0.05 | 0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.31 | 0.09 | 3.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.01 | -1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | -0.00 | 0.07 | -0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 1.03 | 0.01 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.01 | 0.00 | 17.07 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.11 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.11 | 0.00 | 24.37 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.14 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.20 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 2.35 | 0.02* |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | sqrt | -0.04 | 0.00 | -22.44 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | log | -0.02 | 0.05 | -0.44 | 0.66 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE: hetro group 0 | no | -0.06 | 0.11 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | -0.02 | 0.03 | -0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | -0.34 | 0.04 | -8.76 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -740.6527860031541
--------------------------------------------------------------------------------
bic: 1640.72
--------------------------------------------------------------------------------
MSE: 643.62
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.18 | 0.22 | -0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.13 | 0.01 | 9.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.39 | 0.12 | -3.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.30 | 0.14 | -2.23 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.04 | 0.04 | -1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.59 | 0.10 | 6.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.07 | 0.04 | 1.83 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.10 | 0.10 | -1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.24 | 0.09 | -2.79 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.07 | 0.05 | 1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.28 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.09 | 0.02 | 3.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.02 | 1.12 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.21 | 0.14 | -1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.60 | 0.19 | -3.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.31 | 0.04 | 6.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.42 | 0.10 | -4.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.07 | -2.60 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.45 | 0.07 | -6.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.06 | 0.00 | -29.39 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -1.22 | 0.01 | -50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.22 | 0.02 | 9.11 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.02 | 0.00 | 19.58 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.21 | 0.01 | -27.92 | 0.00*** |
| triangular) . SPEED | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.64 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . SPEED | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | arcsinh | -0.10 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . URB | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MINRAD: hetro | log | 0.05 | 0.02 | 2.80 | 0.01* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 0 | | 0.31 | 0.10 | 3.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MINRAD: hetro | | 0.07 | 0.02 | 3.34 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -740.3526594010485
--------------------------------------------------------------------------------
bic: 1644.51
--------------------------------------------------------------------------------
MSE: 373.50
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.60 | 0.84 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.06 | 0.07 | 14.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.05 | 0.05 | -1.14 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.67 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.41 | 0.19 | -2.17 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.54 | 0.23 | -6.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.26 | 0.09 | 2.79 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.06 | 0.05 | -1.22 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.61 | 0.09 | -6.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.04 | 0.04 | -1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.25 | 0.16 | 1.54 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.04 | 0.03 | 1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.05 | 2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.11 | 0.06 | 1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.02 | 0.03 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.01 | 0.01 | -0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.37 | 0.11 | -3.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.26 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.01 | 0.00 | -5.88 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -2.07 | 0.04* |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.03 | 0.00 | 17.48 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.10 | 0.00 | 34.48 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.36 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.25 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.00 | 0.00 | -5.37 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.50 | 0.00 | 50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.01 | 0.00 | -28.02 | 0.00*** |
| uniform) . MIMEDSH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.68 | 0.02 | 36.88 | 0.00*** |
| normal) . MIMEDSH (Std. | | | | | |
| Dev. triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.49 | 0.01 | -38.96 | 0.00*** |
| normal) . SPEED (Std. | | | | | |
| Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.5357719699538
--------------------------------------------------------------------------------
bic: 1665.17
--------------------------------------------------------------------------------
MSE: 325.82
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.20 | 0.45 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.18 | 0.11 | 10.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.06 | 0.03 | -2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.15 | 0.19 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.02 | 3.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.04 | 1.01 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.04 | 1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.12 | 0.29 | -3.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.33 | 0.06 | 5.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | -0.07 | 0.22 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.04 | -0.00 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.04 | 0.03 | 1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.08 | 0.10 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.39 | 0.19 | -2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.37 | 0.08 | -4.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.06 | 1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.33 | 0.11 | 3.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.02 | 0.01 | -2.35 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.18 | 0.13 | -1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.06 | 0.00 | 38.52 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.09 | 0.01 | -16.56 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.00 | 0.00 | 2.77 | 0.01* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.00 | 0.88 | 0.38 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.01 | 0.00 | -2.46 | 0.01* |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.03 | 0.01 | 4.32 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.13 | 0.00 | 43.56 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.01 | 0.00 | 31.93 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.27 | 0.01 | -24.01 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.56 | 0.01 | 43.03 | 0.00*** |
| uniform) . WIDTH (Std. | | | | | |
| Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -732.9386086972279
--------------------------------------------------------------------------------
bic: 1627.29
--------------------------------------------------------------------------------
MSE: 1032.43
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.50 | 0.58 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.36 | 0.10 | 13.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.22 | 0.14 | -1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.09 | -2.05 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.27 | 0.33 | 0.80 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.26 | 0.37 | 0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.04 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.02 | 1.61 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.02 | -1.30 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.11 | 0.32 | -0.34 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.07 | 0.08 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.08 | 0.06 | -1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.14 | 0.13 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.65 | 0.45 | -1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | 0.03 | 0.15 | 0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.03 | 2.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | -0.37 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.00 | 0.00 | -1.50 | 0.13 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.03 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.35 | 0.01 | -25.92 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.02 | 0.00 | -11.89 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.02 | 0.00 | -10.87 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.46 | 0.03 | 16.44 | 0.00*** |
| Dev. normal) . SPEED | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.31 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . SPEED | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | no | -0.00 | 0.00 | -0.01 | 0.99 |
| Dev. normal) . SINGLE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | no | 0.04 | 0.02 | 2.20 | 0.03* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC: hetro group 0 | log | 0.05 | 0.06 | 0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -1.14 | 0.15 | -7.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | 0.14 | 0.01 | 9.32 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -750.7382524392124
--------------------------------------------------------------------------------
bic: 1651.10
--------------------------------------------------------------------------------
MSE: 2061.41
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.48 | 0.36 | -1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.29 | 0.15 | -1.96 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.01 | 0.08 | -0.17 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.01 | 0.03 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.05 | 0.31 | -3.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.12 | 0.11 | 1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.98 | 0.12 | 8.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.04 | -0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.00 | 0.08 | 0.00 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.24 | 0.08 | 3.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.65 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | 0.01 | 0.00 | 7.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.06 | 0.01 | 9.41 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.19 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | no | -0.29 | 0.01 | -46.18 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| CURVES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | arcsinh | 0.03 | 0.03 | 1.01 | 0.31 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | log | 0.06 | 0.03 | 1.88 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | no | -0.39 | 0.10 | -4.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: TANGENT: hetro | no | 0.02 | 0.03 | 0.57 | 0.57 |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS: hetro group 1 | arcsinh | -0.18 | 0.21 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | arcsinh | 0.42 | 0.16 | 2.60 | 0.01* |
| group 2 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN: hetro group 2 | | -0.07 | 0.13 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | 0.05 | 0.00 | 11.35 | 0.00*** |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TANGENT: hetro | | 0.00 | 0.03 | 0.12 | 0.90 |
| group 1:lm_normal:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | -0.30 | 0.05 | -5.81 | 0.00*** |
| group 2:normal:sd | | | | | |
| hetro group 2 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -753.3138005590145
--------------------------------------------------------------------------------
bic: 1649.86
--------------------------------------------------------------------------------
MSE: 4815.55
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.10 | 0.28 | -0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.19 | 0.09 | 13.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.14 | 0.08 | -1.75 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.48 | 0.16 | 3.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.10 | -1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.09 | 0.20 | -0.46 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.03 | 3.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.42 | 0.15 | -2.75 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.26 | 0.21 | -6.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.19 | 0.06 | 2.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.03 | 1.22 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.06 | 0.00 | -25.74 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.01 | 0.00 | -6.30 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | arcsinh | -0.01 | 0.00 | -10.22 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| TANGENT (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MINRAD: hetro | no | 0.01 | 0.02 | 0.53 | 0.60 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | no | 0.01 | 0.04 | 0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | -0.38 | 0.18 | -2.16 | 0.03* |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES: hetro group 1 | no | -0.00 | 0.19 | -0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 1 | no | -0.02 | 0.02 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 1 | arcsinh | -0.06 | 0.04 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 1 | no | -0.30 | 0.09 | -3.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 1 | sqrt | 0.30 | 0.06 | 5.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 1 | | 0.25 | 0.09 | 2.79 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| main: MINRAD: hetro | | 0.06 | 0.01 | 10.10 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | 0.02 | 0.00 | 7.08 | 0.00*** |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.0783809895014
--------------------------------------------------------------------------------
bic: 1657.97
--------------------------------------------------------------------------------
MSE: 496.97
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.47 | 0.37 | -1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.96 | 0.10 | 9.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.61 | 0.16 | -3.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.04 | 0.10 | 0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.38 | 0.23 | -6.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.04 | -0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.12 | 0.13 | 0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.28 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.03 | 1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.03 | 0.26 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.16 | 0.17 | -0.93 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.31 | 0.09 | -3.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.06 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.30 | 0.12 | 2.45 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.02 | 4.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.26 | 0.11 | -2.43 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.24 | 0.21 | -1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.05 | 0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.07 | 0.10 | -0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 0.76 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.16 | 0.01 | 21.16 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.13 | 0.00 | 36.77 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.13 | 0.00 | -32.78 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.00 | 0.00 | -3.55 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | arcsinh | 0.00 | 0.00 | 1.55 | 0.12 |
| Dev. lm_normal) . | | | | | |
| CURVES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | no | 0.22 | 0.11 | 1.90 | 0.06. |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | | 0.22 | 0.07 | 3.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | 0.01 | 0.03 | 0.36 | 0.72 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -730.7794387448411
--------------------------------------------------------------------------------
bic: 1631.26
--------------------------------------------------------------------------------
MSE: 959.95
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.16 | 0.31 | -0.52 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.12 | 0.11 | -1.14 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.01 | 0.05 | 0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.97 | 0.85 | -1.14 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.22 | 0.07 | 2.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.01 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.42 | 0.10 | -4.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.11 | 0.09 | 1.30 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.57 | 0.80 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.10 | 0.33 | -0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.37 | 0.09 | -3.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.41 | 0.19 | 2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.06 | 3.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.99 | 0.06 | 16.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.16 | 0.16 | 0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.35 | 0.07 | -4.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.11 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.02 | 0.01 | -3.74 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.00 | 0.00 | -2.14 | 0.03* |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.04 | 0.00 | -23.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.03 | 0.00 | -23.10 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.01 | 0.00 | -7.39 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.00 | 0.00 | -3.06 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.14 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.03 | 0.00 | -7.35 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.17 | 0.00 | -41.27 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.02 | 0.00 | -46.08 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.72 | 0.00 | -50.00 | 0.00*** |
| lm_normal) . LENGTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.13 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.04 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . TRAIN | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.5693300829032
--------------------------------------------------------------------------------
bic: 1661.45
--------------------------------------------------------------------------------
MSE: 426.82
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.84 | 0.41 | -2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.96 | 0.12 | 8.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.01 | 0.05 | 0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.17 | 0.20 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.32 | 0.11 | -2.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.16 | 0.08 | 1.95 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.01 | 0.03 | 0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.00 | 0.02 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.04 | 1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.49 | 0.07 | -6.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.31 | 0.12 | 2.67 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.13 | 0.08 | -1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.00 | 0.01 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.02 | 0.05 | 0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.34 | 0.11 | -2.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.05 | 3.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.18 | 0.15 | -1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.20 | 0.11 | -1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.07 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.01 | 0.00 | 40.87 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.01 | 0.00 | 20.58 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.24 | 0.01 | 23.58 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.02 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.01 | 0.00 | 5.82 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 3.88 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.02 | 0.00 | 13.13 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.23 | 0.00 | 49.77 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.58 | 0.01 | 50.00 | 0.00*** |
| normal) . INCLANES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -736.7479610399591
--------------------------------------------------------------------------------
bic: 1670.67
--------------------------------------------------------------------------------
MSE: 4763.23
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.63 | 0.22 | -2.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.07 | 0.06 | 17.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.22 | 0.16 | -1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.11 | 0.07 | -1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 4.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.13 | 0.14 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.07 | 0.03 | -2.16 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.13 | 0.19 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.78 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.00 | 0.12 | 0.02 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.03 | 1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.02 | 0.17 | -6.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.35 | 0.12 | -2.82 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.01 | 0.03 | 0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.02 | 1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.01 | 0.03 | 0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.08 | -0.27 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.37 | 0.06 | -6.48 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.21 | 0.07 | 2.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.20 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | 0.01 | 0.00 | 12.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.08 | 0.00 | -29.44 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.10 | 0.00 | -42.16 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.15 | 0.01 | -18.84 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 5.56 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.11 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.09 | 0.00 | -27.19 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXGRDIFF (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.11 | 0.01 | 18.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| MXGRDIFF (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.06 | 0.00 | 33.26 | 0.00*** |
| Dev. triangular) . | | | | | |
| TANGENT (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.07 | 0.01 | -10.66 | 0.00*** |
| Dev. uniform) . | | | | | |
| MXGRDIFF (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.18 | 0.00 | -47.16 | 0.00*** |
| Dev. uniform) . TANGENT | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.08 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . CURVES | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.10 | 0.00 | 22.35 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXGRDIFF (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.03 | 0.00 | 11.73 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| TANGENT (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.09 | 0.01 | -8.12 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| CURVES (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.00 | 0.01 | -0.38 | 0.71 |
| Dev. lm_normal) . | | | | | |
| ADTLANE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -740.6860435717049
--------------------------------------------------------------------------------
bic: 1666.26
--------------------------------------------------------------------------------
MSE: 239.98
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.49 | 0.23 | -2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.06 | 0.07 | -0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.20 | 0.08 | -2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.12 | 0.03 | -3.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.50 | 0.19 | 2.57 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.02 | 2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.12 | 0.24 | -4.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.13 | 0.06 | 2.30 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.27 | 0.11 | 2.37 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.05 | 0.10 | 10.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.36 | 0.14 | -2.51 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.02 | 3.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.02 | 0.04 | 0.52 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.40 | 0.09 | -4.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.04 | -0.53 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | -0.00 | 0.02 | -0.22 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.16 | 0.01 | -24.62 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.18 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.02 | 0.00 | -17.74 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.01 | 0.00 | 5.94 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.00 | 0.00 | -3.45 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.05 | 0.00 | 14.35 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.00 | 0.00 | 1.23 | 0.22 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.10 | 0.00 | 31.26 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| PEAKHR (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.00 | 0.00 | 0.16 | 0.88 |
| Dev. uniform) . PEAKHR | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | no | -0.00 | 0.00 | -0.91 | 0.37 |
| Dev. uniform) . MIGRADE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | arcsinh | -0.05 | 0.05 | -1.04 | 0.30 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR: hetro group 0 | no | 0.10 | 0.07 | 1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES: hetro group 0 | | -0.01 | 0.02 | -0.70 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | | 0.04 | 0.02 | 2.01 | 0.05. |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -729.5554438703305
--------------------------------------------------------------------------------
bic: 1614.63
--------------------------------------------------------------------------------
MSE: 274.82
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.32 | 0.69 | -0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.20 | 0.17 | -1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.46 | 0.21 | -2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.02 | 3.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.78 | 0.51 | -1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.83 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | 0.04 | 0.05 | 0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.28 | 0.12 | -2.37 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.04 | -0.38 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.12 | 0.20 | -0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.95 | 0.10 | 9.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.08 | 0.10 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.10 | 0.09 | 1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.19 | 0.01 | -25.19 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.02 | 0.00 | 14.28 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.05 | 0.00 | 17.38 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.42 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.03 | 0.00 | -6.12 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.01 | 0.00 | -4.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.09 | 0.00 | -23.33 | 0.00*** |
| normal) . LENGTH (Std. | | | | | |
| Dev. lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.48 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . LENGTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | no | 0.01 | 0.00 | 2.85 | 0.00*** |
| Dev. uniform) . TRAIN | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIGRADE: hetro | sqrt | -0.01 | 0.04 | -0.17 | 0.87 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | no | -0.00 | 0.00 | -1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MEDWIDTH: hetro | log | 0.02 | 0.04 | 0.65 | 0.52 |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 1 | | -1.05 | 0.65 | -1.61 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIGRADE: hetro | | -0.01 | 0.00 | -7.02 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MEDWIDTH: hetro | | -0.02 | 0.02 | -0.86 | 0.39 |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -736.8057323283327
--------------------------------------------------------------------------------
bic: 1644.81
--------------------------------------------------------------------------------
MSE: 352.26
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.35 | 0.31 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.13 | 0.58 | -0.22 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.07 | 0.14 | 0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.10 | 0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.10 | 0.11 | 0.91 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.07 | -0.30 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.06 | 0.02 | 3.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.05 | 0.31 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.06 | 3.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.22 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.04 | 0.22 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.32 | 0.71 | -0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.14 | 0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.02 | 0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.35 | 0.43 | 3.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.63 | 0.38 | -1.68 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.37 | 0.13 | -2.78 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | -0.10 | 0.00 | -20.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.12 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.11 | 0.00 | 45.78 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.06 | 0.02 | -2.57 | 0.01* |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 2.13 | 0.03* |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.92 | 0.02 | -42.94 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.00 | 0.00 | 1.39 | 0.17 |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.58 | 0.01 | 50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.40 | 0.03 | 12.24 | 0.00*** |
| uniform) . LENGTH (Std. | | | | | |
| Dev. triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.59 | 0.15 | 4.01 | 0.00*** |
| tn_normal) . LENGTH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | no | -0.09 | 0.02 | -3.81 | 0.00*** |
| tn_normal) . SPEED | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | arcsinh | -0.56 | 0.24 | -2.33 | 0.02* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -1.08 | 0.75 | -1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | | 0.09 | 0.03 | 3.73 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -723.4739638165063
--------------------------------------------------------------------------------
bic: 1633.83
--------------------------------------------------------------------------------
MSE: 222.42
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.30 | 0.30 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.33 | 0.30 | -1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.02 | 2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.27 | 0.11 | -2.40 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.04 | 0.04 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.14 | 0.08 | 1.79 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.02 | 1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.02 | 0.07 | 0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.04 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.01 | 0.21 | -4.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.35 | 0.09 | -3.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.05 | 1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.21 | 0.05 | 4.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.36 | 0.08 | 4.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.53 | 0.20 | -2.65 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.06 | 0.10 | 0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.05 | 0.05 | -1.01 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.11 | 0.10 | 11.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.03 | 0.04 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.01 | 0.01 | -1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.14 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.01 | 0.00 | -2.70 | 0.01* |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.09 | 0.00 | 30.32 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.26 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.51 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.00 | 0.00 | -12.80 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.01 | 0.00 | -5.91 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.01 | 0.00 | -12.82 | 0.00*** |
| Dev. triangular) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.01 | 0.00 | -50.00 | 0.00*** |
| tn_normal) . LENGTH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.05 | 0.00 | 50.00 | 0.00*** |
| tn_normal) . MIMEDSH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.03 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . LENGTH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.08 | 0.00 | -29.58 | 0.00*** |
| Dev. uniform) . MIMEDSH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.01 | 0.00 | 6.68 | 0.00*** |
| Dev. uniform) . SPEED | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -747.576566900056
--------------------------------------------------------------------------------
bic: 1660.07
--------------------------------------------------------------------------------
MSE: 243.76
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.60 | 0.68 | -0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.32 | 0.17 | -1.90 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.10 | 0.23 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.03 | 1.85 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.02 | 0.19 | 0.12 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.07 | 0.27 | -0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.05 | -0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.37 | 0.13 | -2.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.26 | 0.10 | 2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.18 | 0.11 | 1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.06 | -0.91 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.85 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.29 | 0.16 | 8.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.10 | 0.12 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.44 | 0.21 | -2.16 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | -0.07 | 0.01 | -13.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.00 | 0.00 | 0.82 | 0.41 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.06 | 0.05 | -1.32 | 0.19 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.00 | 0.01 | 0.12 | 0.90 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.00 | 0.00 | -0.04 | 0.97 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.00 | 0.02 | -0.08 | 0.94 |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.02 | 0.01 | 1.45 | 0.15 |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.00 | 0.00 | -0.43 | 0.67 |
| Dev. normal) . CURVES | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | sqrt | -0.19 | 0.21 | -0.90 | 0.37 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE: hetro group 0 | arcsinh | -0.19 | 0.29 | -0.65 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | arcsinh | 0.02 | 0.03 | 0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 0 | no | 0.13 | 0.10 | 1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | | 0.02 | 0.02 | 1.02 | 0.31 |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.21 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -751.3970628601307
--------------------------------------------------------------------------------
bic: 1666.10
--------------------------------------------------------------------------------
MSE: 311.50
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.84 | 0.15 | -12.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.89 | 0.10 | 9.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.39 | 0.19 | -1.99 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.25 | 0.06 | -3.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.39 | 0.16 | -2.37 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.00 | 0.08 | 0.02 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.04 | 0.03 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.03 | 1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.16 | 0.05 | 2.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.29 | 0.06 | 4.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.37 | 0.10 | 3.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.04 | 0.19 | 0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.03 | 1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.04 | 0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.58 | 0.05 | -11.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.12 | 0.03 | 4.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.04 | 0.08 | -0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.26 | 0.15 | -1.79 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.04 | 0.00 | 33.12 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.02 | 0.00 | -18.25 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 1.88 | 0.06. |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.04 | 0.00 | 31.50 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.01 | 0.00 | -2.07 | 0.04* |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.16 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.12 | 0.00 | -36.21 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.24 | 0.01 | 45.86 | 0.00*** |
| Dev. normal) . MXMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.03 | 0.00 | -9.40 | 0.00*** |
| Dev. normal) . CURVES | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.1094396158217
--------------------------------------------------------------------------------
bic: 1662.42
--------------------------------------------------------------------------------
MSE: 556.90
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.06 | 2.02 | 0.03 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.18 | 0.11 | 10.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.56 | 0.17 | -3.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.31 | 0.19 | -1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.05 | 0.04 | 1.19 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.02 | 0.07 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.02 | 1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.04 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.92 | 0.50 | -1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.31 | 0.13 | -2.49 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.24 | 0.08 | 3.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.10 | 0.02 | 4.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.31 | 0.41 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.18 | 0.14 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.05 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.29 | 0.21 | -1.36 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.12 | 0.06 | 1.93 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.09 | 0.03 | 3.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.09 | 0.10 | 0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.03 | 0.08 | 0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.07 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.05 | 0.00 | 9.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.08 | 0.01 | 15.81 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.08 | 0.00 | -49.49 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.26 | 0.01 | 31.72 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.05 | 0.00 | 23.49 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.09 | 0.01 | -12.37 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.02 | 0.00 | -5.33 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.14 | 0.01 | 26.50 | 0.00*** |
| Dev. uniform) . DOUBLE | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.3764864817937
--------------------------------------------------------------------------------
bic: 1662.46
--------------------------------------------------------------------------------
MSE: 290.41
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.95 | 0.28 | -7.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.95 | 0.10 | 9.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.43 | 0.05 | -7.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.02 | 0.02 | 1.50 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.03 | 1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.04 | 0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.41 | 0.05 | -7.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.26 | 0.07 | 3.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.23 | 0.07 | 3.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.02 | 4.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.22 | 0.10 | -2.12 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.04 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.28 | 0.18 | -1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.12 | 0.13 | -0.91 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.02 | 1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.05 | 1.85 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.01 | 0.03 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.04 | 0.08 | -0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.11 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | -0.70 | 0.00 | -50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.05 | 0.00 | 26.79 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.00 | 0.01 | -0.06 | 0.95 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.00 | 0.00 | 0.79 | 0.43 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.09 | 0.00 | 37.77 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.13 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.18 | 0.00 | 48.05 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | no | -0.16 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . MIMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIGRADE: hetro | no | 0.02 | 0.06 | 0.44 | 0.66 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS: hetro group 0 | | -0.32 | 0.18 | -1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIGRADE: hetro | | 0.34 | 0.07 | 5.09 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -730.1233073328225
--------------------------------------------------------------------------------
bic: 1625.56
--------------------------------------------------------------------------------
MSE: 346.11
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.19 | 0.56 | -0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.96 | 0.10 | 9.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.03 | 2.56 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.81 | 0.43 | -1.90 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.03 | 0.09 | 0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.05 | 0.23 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.23 | 0.15 | -1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.03 | 0.08 | -0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.06 | 0.17 | -0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.99 | 0.49 | -2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.27 | 0.13 | 2.10 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.45 | 0.22 | -2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.16 | 0.20 | -0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.31 | 0.18 | 1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.05 | -0.03 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.03 | 1.88 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -2.65 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.22 | 0.07 | 3.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.25 | 0.10 | -2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.03 | 0.00 | -12.35 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.02 | 0.00 | 17.21 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.01 | 0.01 | -1.88 | 0.06. |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.07 | 0.00 | 32.96 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.01 | 0.00 | 12.58 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.01 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.02 | 0.00 | 6.20 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.03 | 0.00 | -6.85 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -738.0263500840358
--------------------------------------------------------------------------------
bic: 1656.04
--------------------------------------------------------------------------------
MSE: 277.60
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.33 | 0.12 | -2.68 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.36 | 0.09 | -3.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.24 | 0.17 | -1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.03 | -1.63 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.05 | 0.02 | -2.17 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.38 | 0.19 | 2.02 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.01 | 0.01 | 0.65 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.05 | 0.05 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.07 | 0.02 | 4.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.35 | 0.07 | -4.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.18 | 0.06 | 3.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.02 | 4.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.06 | 0.05 | -1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.31 | 0.12 | -11.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.06 | 0.07 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.29 | 0.06 | 20.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.01 | 0.00 | -2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.34 | 0.07 | -5.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.07 | 0.04 | 1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.07 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.06 | 0.00 | -27.72 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -5.02 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.06 | 0.00 | 12.66 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.63 | 0.01 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.01 | 0.00 | 50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.07 | 0.00 | 23.16 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.05 | 0.00 | 32.26 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.02 | 0.00 | -50.00 | 0.00*** |
| lm_normal) . LENGTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.51 | 0.00 | 50.00 | 0.00*** |
| tn_normal) . LENGTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.01 | 0.01 | 1.00 | 0.32 |
| tn_normal) . WIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.02 | 0.00 | 7.73 | 0.00*** |
| Dev. uniform) . LENGTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.16 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.05 | 0.00 | -15.51 | 0.00*** |
| Dev. uniform) . SPEED | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.4852840154324
--------------------------------------------------------------------------------
bic: 1651.89
--------------------------------------------------------------------------------
MSE: 239.97
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.20 | 0.88 | -0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.04 | 0.23 | 4.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.06 | 0.07 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.36 | 0.20 | -1.79 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.05 | -0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.31 | 0.23 | 1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.04 | 1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.07 | 0.25 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.94 | 0.39 | -2.43 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.33 | 0.13 | -2.55 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.21 | 0.16 | 1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.03 | -0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.43 | 0.20 | 2.11 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.32 | 0.21 | -1.50 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.07 | 0.14 | 0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.12 | 0.14 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.21 | 0.09 | 2.39 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.01 | 0.30 | 0.77 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.27 | 0.01 | 28.01 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.00 | 0.01 | -0.45 | 0.65 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.00 | 0.01 | -0.16 | 0.87 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.01 | 0.01 | 0.85 | 0.40 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.06 | 0.01 | -6.65 | 0.00*** |
| Dev. normal) . INCLANES | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.20 | 0.01 | -15.96 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.04 | 0.01 | -5.54 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| GRADEBR (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.00 | 0.01 | 0.43 | 0.67 |
| Dev. tn_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.00 | 0.01 | -0.22 | 0.83 |
| Dev. tn_normal) . | | | | | |
| GRADEBR (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.01 | 0.01 | -0.69 | 0.49 |
| Dev. tn_normal) . | | | | | |
| MXGRDIFF (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.52 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.4313937150266
--------------------------------------------------------------------------------
bic: 1666.17
--------------------------------------------------------------------------------
MSE: 441.65
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.11 | 0.85 | -0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.03 | 1.77 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.20 | 0.17 | -1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | 0.12 | 0.26 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.06 | 0.02 | -2.58 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.32 | 0.24 | 1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.03 | 0.49 | -2.11 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.25 | 0.13 | -1.93 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.23 | 0.09 | 2.61 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.06 | 0.08 | -0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.97 | 0.15 | 6.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.15 | 0.30 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.04 | 0.31 | -0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.47 | 0.48 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.03 | 0.03 | -0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.06 | 0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.12 | 0.01 | -10.02 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.00 | 0.00 | 0.42 | 0.68 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.00 | 0.01 | -0.12 | 0.91 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.01 | 0.00 | 1.11 | 0.27 |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.00 | 0.00 | 0.13 | 0.89 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.00 | 0.00 | 0.38 | 0.70 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.00 | 0.00 | 0.53 | 0.60 |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.01 | 0.01 | -1.46 | 0.15 |
| Dev. lm_normal) . WIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.00 | 0.00 | -0.16 | 0.87 |
| Dev. lm_normal) . | | | | | |
| CURVES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | log | -0.38 | 0.48 | -0.79 | 0.43 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF: hetro group 0 | no | 0.07 | 0.04 | 1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | | 0.08 | 0.11 | 0.79 | 0.43 |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.12 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -732.6403207478448
--------------------------------------------------------------------------------
bic: 1623.70
--------------------------------------------------------------------------------
MSE: 4851.94
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.17 | 0.80 | -0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.19 | 0.10 | 12.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.03 | 2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.13 | 0.22 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.01 | 0.08 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.04 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.25 | 0.26 | -4.81 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -4.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.41 | 0.15 | -2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.51 | 0.23 | -2.19 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.16 | 0.23 | -0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.00 | 0.03 | 0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.06 | 1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.06 | 2.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.33 | 0.09 | 3.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.10 | 0.04 | -2.64 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.13 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.03 | 0.00 | 16.44 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.06 | 0.00 | -13.64 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.01 | 0.00 | -6.26 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.01 | 0.00 | -4.26 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.03 | 0.00 | -16.43 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.12 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.34 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.28 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.01 | 0.00 | 12.30 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.08 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . MIMEDSH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -764.5766437206685
--------------------------------------------------------------------------------
bic: 1711.75
--------------------------------------------------------------------------------
MSE: 279.18
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.50 | 1.25 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.32 | 0.45 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.01 | 0.12 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.07 | 0.89 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.88 | 0.18 | -4.78 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.30 | 0.34 | -0.89 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.18 | -0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.04 | 0.10 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.14 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.04 | 1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.31 | 0.62 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.20 | 0.17 | -1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.36 | 0.13 | 2.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | -0.02 | 0.12 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.09 | 0.08 | 1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.08 | 0.04 | 2.10 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.04 | 0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.07 | 0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.27 | 0.27 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.05 | 0.12 | 0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.21 | 0.13 | 1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.17 | 0.37 | 0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.00 | 0.00 | -0.10 | 0.92 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.00 | 0.00 | 0.04 | 0.97 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.00 | 0.00 | -0.09 | 0.92 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.00 | 0.01 | -0.24 | 0.81 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -0.34 | 0.73 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.00 | 0.02 | 0.06 | 0.95 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.05 | 0.05 | -0.91 | 0.37 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.00 | 0.01 | -0.42 | 0.68 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.04 | 0.05 | 0.81 | 0.42 |
| Dev. uniform) . | | | | | |
| MXGRDIFF (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.77 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -752.7231123413991
--------------------------------------------------------------------------------
bic: 1699.22
--------------------------------------------------------------------------------
MSE: 310.08
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -3.79 | 0.34 | -11.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.14 | 0.20 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.23 | 0.08 | -3.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.13 | 0.15 | -0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.03 | 0.06 | 0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.00 | 0.01 | -0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.08 | 0.07 | 1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.02 | 0.03 | -0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.06 | 0.01 | -8.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -5.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.37 | 0.06 | 6.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.04 | 0.05 | -0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.09 | 0.12 | 8.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.28 | 0.21 | -1.36 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.57 | 0.10 | 5.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.04 | -1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.37 | 0.21 | -1.77 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.62 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.00 | 0.01 | -0.80 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.05 | 0.04 | 1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.01 | 0.00 | 3.03 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.19 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.11 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | -0.03 | 0.00 | -14.99 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.19 | 0.01 | 35.17 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.05 | 0.00 | -20.11 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.01 | 0.00 | -50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.19 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | no | 0.05 | 0.00 | 10.23 | 0.00*** |
| Dev. tn_normal) . WIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | no | -0.40 | 0.17 | -2.38 | 0.02* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 0 | no | 0.16 | 0.06 | 2.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | arcsinh | 0.02 | 0.02 | 1.25 | 0.21 |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 1 | | 0.02 | 0.02 | 1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | | -0.08 | 0.02 | -3.15 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | 0.01 | 0.01 | 1.60 | 0.11 |
| group 1:normal:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.6279467019395
--------------------------------------------------------------------------------
bic: 1664.85
--------------------------------------------------------------------------------
MSE: 249.22
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.68 | 0.21 | -13.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.95 | 0.10 | 9.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.01 | 0.03 | 0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.02 | 0.04 | 0.38 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.24 | 0.17 | -1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.23 | 0.11 | -2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.09 | 0.13 | 0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.15 | 0.25 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.29 | 0.11 | 2.55 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.70 | 0.15 | -4.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.03 | 3.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | 0.00 | 0.11 | 0.03 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.06 | 0.04 | 1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.08 | 1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.26 | 0.07 | 3.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.16 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.41 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.07 | 0.12 | -0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.60 | 0.08 | -7.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.10 | 0.01 | 19.19 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.03 | 0.00 | 16.63 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | -0.77 | 0.01 | -50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.00 | 0.00 | 0.03 | 0.97 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.10 | 0.01 | -12.33 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.06 | 0.00 | 17.99 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.03 | 0.00 | -24.28 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.04 | 0.00 | -39.65 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.29 | 0.01 | -40.13 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.03 | 0.00 | 33.63 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.15 | 0.00 | -30.54 | 0.00*** |
| Dev. uniform) . MXGRADE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.07 | 0.00 | 45.86 | 0.00*** |
| Dev. triangular) . | | | | | |
| MXGRADE (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.13 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| CURVES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.4497178280386
--------------------------------------------------------------------------------
bic: 1641.92
--------------------------------------------------------------------------------
MSE: 348.83
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.10 | 0.10 | -20.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.32 | 0.09 | -3.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.12 | 0.02 | 5.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.03 | -1.79 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.06 | 0.04 | -1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.05 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.02 | 0.04 | -0.52 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.48 | 0.08 | -6.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.42 | 0.06 | -6.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.19 | 0.09 | -2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.70 | 0.04 | -18.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.05 | 1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.23 | 0.05 | 25.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.15 | 0.06 | -2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.12 | 0.05 | -2.27 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.21 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.81 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.18 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.03 | 0.00 | 6.08 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.20 | 0.01 | 39.65 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.11 | 0.00 | 27.75 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.01 | 0.00 | -3.51 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.19 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.08 | 0.01 | -16.43 | 0.00*** |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.14 | 0.00 | -33.40 | 0.00*** |
| Dev. normal) . SINGLE | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -741.3880411289806
--------------------------------------------------------------------------------
bic: 1664.77
--------------------------------------------------------------------------------
MSE: 269.70
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.45 | 0.15 | -3.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.13 | 0.05 | -2.40 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.10 | 0.14 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.14 | 0.14 | 0.95 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.05 | -0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.02 | 4.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.02 | 1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.08 | 0.16 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -3.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.27 | 0.12 | 2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.57 | 0.10 | -5.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.28 | 0.14 | -2.03 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.03 | 0.04 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.36 | 0.06 | -5.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.22 | 0.07 | 2.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.29 | 0.16 | 8.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.21 | 0.18 | -1.14 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.05 | 0.05 | 1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.08 | 0.00 | 40.42 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.01 | 0.00 | -21.10 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.73 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.01 | 0.00 | -3.84 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.07 | 0.00 | 30.38 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.42 | 0.01 | 35.57 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.06 | 0.00 | 27.37 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.00 | 0.00 | 0.30 | 0.77 |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.45 | 0.01 | -42.04 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.16 | 0.01 | 29.14 | 0.00*** |
| normal) . LENGTH (Std. | | | | | |
| Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | no | -0.11 | 0.00 | -38.76 | 0.00*** |
| normal) . SINGLE (Std. | | | | | |
| Dev. lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | arcsinh | -0.01 | 0.02 | -0.28 | 0.78 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | | 0.01 | 0.02 | 0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | | -0.00 | 0.00 | -1.18 | 0.24 |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -754.6898459888893
--------------------------------------------------------------------------------
bic: 1662.90
--------------------------------------------------------------------------------
MSE: 391.65
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.53 | 1.30 | -1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.05 | 0.18 | 5.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.03 | 0.24 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.43 | 0.17 | 2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.27 | 0.31 | 0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.50 | 0.20 | -2.49 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.22 | 0.07 | 2.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.13 | 0.44 | 0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -1.07 | 0.93 | -1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.10 | 0.04 | -2.58 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.06 | 0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.03 | 0.07 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.05 | 0.12 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.02 | 0.02 | 1.33 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.07 | 0.14 | -0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.24 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.03 | 0.00 | 41.85 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.00 | 0.00 | 2.44 | 0.02* |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.00 | 0.00 | 0.61 | 0.55 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.10 | 0.01 | 13.52 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.27 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.03 | 0.00 | -15.12 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.09 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.06 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . MIMEDSH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.00 | 0.00 | 0.08 | 0.93 |
| Dev. tn_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.22 | 0.01 | 15.53 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| GRADEBR (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -752.7110441538492
--------------------------------------------------------------------------------
bic: 1681.02
--------------------------------------------------------------------------------
MSE: 9107.53
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.52 | 0.35 | -1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.14 | 0.09 | 1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 3.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.04 | -2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.35 | 0.22 | -1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.02 | 2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.03 | 0.08 | -0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.06 | 0.09 | -0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.05 | 0.02 | 2.37 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.16 | 0.08 | 2.11 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.29 | 0.02 | 12.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.23 | 0.14 | -1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.31 | 0.10 | -3.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.51 | 0.17 | 2.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.04 | 0.06 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.77 | 0.16 | -4.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.09 | 0.06 | -1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.44 | 0.08 | -19.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.07 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.12 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.53 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.18 | 0.01 | 23.74 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.02 | 0.01 | -1.84 | 0.07. |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.43 | 0.01 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.24 | 0.00 | -50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.01 | 0.00 | 16.85 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.18 | 0.00 | -50.00 | 0.00*** |
| normal) . DECLANES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.07 | 0.00 | -20.10 | 0.00*** |
| Dev. normal) . DECLANES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | no | 0.15 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . TRAIN | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | no | -0.20 | 0.15 | -1.34 | 0.18 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | 0.03 | 0.04 | 0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | | 0.04 | 0.01 | 5.24 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.2392960425402
--------------------------------------------------------------------------------
bic: 1657.18
--------------------------------------------------------------------------------
MSE: 253.64
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.96 | 0.81 | -3.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.45 | 0.19 | -2.38 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.43 | 0.24 | -1.83 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.02 | 0.10 | 0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.05 | 0.02 | 1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.35 | 0.18 | -1.95 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.05 | 2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.21 | 0.07 | 2.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.38 | 0.12 | 3.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.95 | 0.08 | 12.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.06 | 0.03 | 2.17 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.58 | 0.23 | -2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.04 | 0.05 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.16 | 0.08 | 1.88 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.13 | -1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.01 | 0.02 | -0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.15 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.12 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.10 | 0.00 | -39.67 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.31 | 0.01 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.05 | 0.00 | -32.87 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.54 | 0.01 | -50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.03 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | arcsinh | -0.03 | 0.00 | -31.27 | 0.00*** |
| Dev. lm_normal) . URB | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | no | -0.07 | 0.15 | -0.42 | 0.67 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | arcsinh | -0.03 | 0.04 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | arcsinh | 0.39 | 0.13 | 2.91 | 0.00*** |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 1 | | -0.48 | 0.11 | -4.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | 0.07 | 0.01 | 5.92 | 0.00*** |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | 0.08 | 0.02 | 4.28 | 0.00*** |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -762.9443926786375
--------------------------------------------------------------------------------
bic: 1678.52
--------------------------------------------------------------------------------
MSE: 409.35
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.71 | 0.36 | -1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.35 | 0.17 | -2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.21 | 0.16 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.05 | 0.07 | -0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.28 | 0.12 | 2.30 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.03 | 0.55 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.20 | 0.14 | -1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.04 | 2.34 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.08 | 0.06 | -1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.05 | 1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.04 | 0.78 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.02 | 0.15 | 0.11 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.33 | 0.26 | -5.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.06 | 0.10 | 0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.01 | 0.50 | 0.62 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.00 | 0.00 | 0.16 | 0.88 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.00 | 0.00 | 0.31 | 0.76 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.00 | 0.00 | -0.35 | 0.72 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.00 | 0.00 | 0.07 | 0.94 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -0.06 | 0.95 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.01 | 0.01 | -1.68 | 0.09. |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | no | 0.17 | 0.04 | 4.32 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH: hetro group 0 | no | -0.06 | 0.06 | -0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | no | -0.02 | 0.06 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 0 | no | 0.01 | 0.04 | 0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | | -0.00 | 0.09 | -0.03 | 0.97 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.79 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -735.8845957143164
--------------------------------------------------------------------------------
bic: 1651.76
--------------------------------------------------------------------------------
MSE: 224.48
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.30 | 0.74 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.01 | 0.07 | 14.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.54 | 0.20 | -2.76 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.13 | 0.20 | -0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.00 | 0.01 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.02 | 3.59 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.03 | 0.06 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.03 | 2.39 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.12 | 0.07 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.13 | 0.05 | 2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.13 | 0.06 | 2.32 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.20 | 0.09 | 2.24 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.03 | 0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.10 | 0.11 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.13 | 0.19 | -0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.12 | 0.17 | 0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.35 | 0.23 | -5.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.05 | 0.06 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.05 | -0.97 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.04 | 0.30 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.26 | 0.09 | -2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.05 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.16 | 0.00 | -48.18 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.05 | 0.00 | -35.55 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.00 | 0.00 | -2.67 | 0.01* |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.02 | 0.00 | -14.93 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.02 | 0.01 | -4.06 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.11 | 0.00 | -50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.22 | 0.01 | 23.64 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.05 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.00 | 0.00 | -1.12 | 0.26 |
| Dev. triangular) . FC | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.08 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . FC (Std. | | | | | |
| Dev. lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.01 | 0.00 | -7.92 | 0.00*** |
| Dev. normal) . MIGRADE | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -740.5219444662653
--------------------------------------------------------------------------------
bic: 1668.43
--------------------------------------------------------------------------------
MSE: 334.77
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.51 | 0.22 | -2.34 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.02 | 0.09 | 10.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.04 | 0.03 | 1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.10 | 0.13 | -0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.12 | 0.10 | 1.24 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.10 | 0.02 | 4.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.04 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.21 | 0.06 | 3.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.20 | 0.10 | 2.03 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.19 | 0.09 | -1.99 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.37 | 0.16 | -2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.02 | -1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.29 | 0.09 | -3.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.03 | 0.05 | 0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.05 | 0.06 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.14 | 0.23 | -4.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.42 | 0.09 | -4.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.03 | 1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.28 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.01 | 0.00 | 5.50 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.03 | 0.00 | -12.83 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.04 | 0.00 | 37.23 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.14 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.01 | -0.51 | 0.61 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.11 | 0.00 | 45.78 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.81 | 0.01 | 50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | 0.08 | 0.00 | 37.11 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.20 | 0.01 | -30.13 | 0.00*** |
| lm_normal) . SPEED | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.13 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| SPEED (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | sqrt | -0.03 | 0.00 | -21.50 | 0.00*** |
| Dev. triangular) . URB | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | arcsinh | -0.10 | 0.08 | -1.33 | 0.18 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | no | 0.02 | 0.02 | 0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS: hetro group 0 | | -0.42 | 0.14 | -3.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | 0.04 | 0.02 | 1.63 | 0.10 |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -738.6107738970569
--------------------------------------------------------------------------------
bic: 1631.74
--------------------------------------------------------------------------------
MSE: 237.09
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.51 | 0.18 | -2.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.13 | 0.10 | 11.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.68 | 0.12 | -5.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.63 | 0.18 | -8.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.02 | 0.08 | 0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.01 | 0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | -0.02 | 0.07 | -0.22 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.05 | 0.02 | 2.34 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.58 | 0.15 | 3.81 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.33 | 0.11 | -3.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.04 | 0.09 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | 0.00 | 0.00 | 0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.17 | 0.06 | -2.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.05 | 0.00 | 11.01 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.84 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.00 | 1.57 | 0.12 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 1.05 | 0.30 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.03 | 0.00 | -43.70 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.05 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | log | 0.16 | 0.00 | 42.73 | 0.00*** |
| Dev. lm_normal) . WIDTH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | no | -0.36 | 0.17 | -2.14 | 0.03* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS: hetro group 0 | no | -0.18 | 0.10 | -1.85 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| main: SLOPE: hetro | log | 0.10 | 0.05 | 1.97 | 0.05. |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 1 | | 0.25 | 0.07 | 3.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | | -0.03 | 0.06 | -0.50 | 0.62 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SLOPE: hetro | | -0.16 | 0.06 | -2.45 | 0.02* |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -749.0308596524859
--------------------------------------------------------------------------------
bic: 1635.40
--------------------------------------------------------------------------------
MSE: 513.64
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.01 | 0.47 | -0.02 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.17 | 0.11 | 11.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.11 | 0.03 | -3.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.05 | -0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.02 | 2.79 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.09 | 0.15 | -0.58 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.18 | 0.09 | -2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.44 | 0.21 | 2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.04 | 0.08 | 0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.25 | 0.13 | -9.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.31 | 0.07 | -4.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.01 | -0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.02 | 0.03 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.38 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.03 | 0.00 | -23.52 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.02 | 0.00 | 8.17 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.01 | 0.00 | -3.05 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -4.55 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | no | 0.12 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | arcsinh | -0.13 | 0.10 | -1.33 | 0.19 |
| 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE: hetro group 0 | no | 0.02 | 0.17 | 0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | no | -0.01 | 0.04 | -0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | | 0.26 | 0.06 | 4.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | -0.24 | 0.02 | -12.41 | 0.00*** |
| 0:normal:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -739.8070622296354
--------------------------------------------------------------------------------
bic: 1650.82
--------------------------------------------------------------------------------
MSE: 348.28
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.59 | 0.60 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.05 | 0.21 | -0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.10 | 0.10 | -0.93 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.00 | 0.02 | 0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.16 | 0.07 | 2.17 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.01 | 0.02 | 0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.03 | 0.04 | -0.78 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.91 | 0.20 | -4.49 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.07 | 0.03 | 2.30 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.04 | 0.07 | 0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.20 | 0.15 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.44 | 0.21 | -6.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.02 | 0.07 | -0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.01 | 0.05 | -0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.02 | 3.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.52 | 0.12 | -4.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.23 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.05 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.02 | 0.00 | -8.84 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.08 | 0.00 | -23.33 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.01 | 0.00 | -10.95 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.04 | 0.00 | 28.59 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.10 | 0.00 | -35.98 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | -0.03 | 0.00 | -38.78 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.65 | 0.01 | 50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | sqrt | -0.28 | 0.01 | -41.50 | 0.00*** |
| lm_normal) . MXMEDSH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | no | 0.97 | 0.08 | 12.36 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES: hetro group 0 | no | -0.02 | 0.16 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | | 0.03 | 0.02 | 2.26 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | | -0.08 | 0.02 | -5.17 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -762.0586050581313
--------------------------------------------------------------------------------
bic: 1666.85
--------------------------------------------------------------------------------
MSE: 1686.47
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.58 | 0.32 | -4.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 1.20 | 0.10 | 12.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.05 | 0.17 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.08 | 0.03 | 2.31 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.51 | 0.39 | -1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.02 | 0.01 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.26 | 0.09 | 2.79 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.46 | 0.11 | -4.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.05 | 0.13 | 0.41 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.03 | 0.05 | 0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.65 | 0.18 | -3.59 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.06 | 1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.12 | 0.15 | 0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.21 | 0.05 | 4.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 1.77 | 0.01 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.06 | 0.00 | -12.33 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.06 | 0.01 | -9.86 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.18 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.11 | 0.00 | -42.97 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.04 | 0.00 | 18.30 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.12 | 0.00 | 44.28 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | log | 0.18 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . PEAKHR | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | arcsinh | -1.68 | 0.32 | -5.30 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT: hetro group 0 | | -0.07 | 0.09 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | 0.04 | 0.02 | 1.65 | 0.10 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -733.4763645744562
--------------------------------------------------------------------------------
bic: 1626.37
--------------------------------------------------------------------------------
MSE: 290.99
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.95 | 0.53 | -5.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.13 | 0.10 | 11.49 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.54 | 0.12 | -4.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.04 | -0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.01 | 0.01 | -1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.17 | 0.07 | -2.34 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.28 | 0.19 | -1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.17 | 0.06 | 2.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.00 | 0.05 | -0.09 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.02 | 4.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.08 | 0.07 | 1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -4.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.18 | 0.05 | 3.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.04 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 2.57 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.14 | 0.07 | 1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.05 | 0.00 | 42.62 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.06 | 0.00 | -37.99 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.01 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.17 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.10 | 0.01 | 13.22 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.00 | 0.00 | 4.40 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.02 | 0.00 | 9.43 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.00 | 0.00 | 3.33 | 0.00*** |
| Dev. normal) . MIGRADE | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.04 | 0.01 | 7.36 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MIGRADE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | no | -0.07 | 0.00 | -14.80 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MINRAD (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | sqrt | -0.04 | 0.04 | -1.05 | 0.29 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -0.68 | 0.06 | -11.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | | -0.01 | 0.01 | -1.00 | 0.32 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -751.5066607483626
--------------------------------------------------------------------------------
bic: 1666.32
--------------------------------------------------------------------------------
MSE: 277.76
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.84 | 0.12 | -23.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.72 | 0.09 | 8.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.05 | 0.03 | -1.85 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.35 | 0.11 | 3.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.10 | -1.63 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.35 | 0.15 | -2.33 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.48 | 0.18 | 2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.02 | 0.11 | 0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.22 | 0.08 | 2.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.07 | -0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.34 | 0.06 | 5.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.18 | 0.14 | -1.36 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.37 | 0.16 | -2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.12 | 0.05 | 2.51 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.39 | 0.16 | -2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.02 | 0.04 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.05 | 0.06 | 0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.83 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.26 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.05 | 0.00 | 18.02 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.44 | 0.01 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.01 | 0.00 | 13.03 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.03 | 0.00 | -9.03 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.19 | 0.00 | -38.89 | 0.00*** |
| lm_normal) . DECLANES | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.20 | 0.01 | 20.59 | 0.00*** |
| Dev. normal) . DECLANES | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | no | -0.18 | 0.00 | -48.40 | 0.00*** |
| Dev. normal) . FC (Std. | | | | | |
| Dev. lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DOUBLE: hetro | arcsinh | -0.09 | 0.03 | -3.25 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.50 | 0.04 | -13.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: DOUBLE: hetro | | -0.05 | 0.01 | -7.55 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -779.7218810455246
--------------------------------------------------------------------------------
bic: 1718.36
--------------------------------------------------------------------------------
MSE: 4868.53
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.41 | 0.35 | -1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.11 | 0.02 | 5.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.09 | 0.04 | -2.22 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.04 | 0.22 | -0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.62 | 0.10 | 6.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.06 | 0.01 | 4.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.06 | 1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.53 | 0.06 | 9.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.02 | 0.09 | 0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.79 | 0.10 | -7.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.06 | 0.13 | -0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.05 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.50 | 0.06 | 8.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.84 | 0.17 | -4.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.04 | 0.04 | 1.24 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.42 | 0.26 | -5.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.07 | 0.03 | -2.69 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.04 | 0.02 | 2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.08 | 0.00 | -44.68 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.07 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.05 | 0.00 | 12.22 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.06 | 0.00 | 19.77 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.00 | 0.00 | -1.82 | 0.07. |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.00 | 0.00 | 6.56 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.22 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.02 | 0.00 | 49.77 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.06 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . MIMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.5169605732221
--------------------------------------------------------------------------------
bic: 1668.63
--------------------------------------------------------------------------------
MSE: 251.11
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.01 | 0.28 | 0.03 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.50 | 0.11 | 13.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.09 | 0.16 | -0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.04 | 0.36 | -0.12 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.11 | 0.07 | -1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.10 | 0.04 | -2.57 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.07 | 0.04 | -1.63 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.40 | 0.20 | 1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.47 | 0.38 | -3.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.19 | 0.05 | 3.78 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.17 | 0.06 | 3.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.27 | 0.10 | 2.66 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.12 | 0.20 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.14 | 0.39 | -0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.03 | 0.21 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.17 | 0.08 | -2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.35 | 0.09 | -3.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.09 | 0.11 | -0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.03 | 0.04 | -0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.21 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.07 | 0.00 | -25.06 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.06 | 0.00 | -43.35 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.28 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.13 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.01 | 0.00 | 6.25 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.02 | 0.01 | 1.51 | 0.13 |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.06 | 0.01 | -11.16 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.10 | 0.01 | 10.43 | 0.00*** |
| Dev. uniform) . URB | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.0172806641976
--------------------------------------------------------------------------------
bic: 1661.84
--------------------------------------------------------------------------------
MSE: 13305.90
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.45 | 0.91 | -1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.19 | 0.19 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.56 | 0.14 | 3.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.06 | -1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.06 | 0.17 | 0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.04 | 0.04 | -0.93 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.27 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.03 | 0.02 | -1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.04 | -0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.05 | 0.01 | -4.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.29 | 0.06 | 4.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.01 | 0.03 | 0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.38 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.35 | 0.03 | 12.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -1.22 | 0.18 | -6.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.06 | 0.04 | 1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.06 | 1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.39 | 0.10 | -3.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | 0.08 | 0.08 | 1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.58 | 0.19 | -3.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.02 | 0.00 | -7.07 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.09 | 0.01 | 7.31 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.71 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.05 | 0.00 | 31.10 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.22 | 0.01 | -34.52 | 0.00*** |
| Dev. lm_normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.21 | 0.01 | 21.82 | 0.00*** |
| Dev. tn_normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 1.16 | 0.01 | 50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| DOUBLE (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -730.6513805941343
--------------------------------------------------------------------------------
bic: 1625.11
--------------------------------------------------------------------------------
MSE: 210.47
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.13 | 0.12 | -18.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.40 | 0.11 | -3.49 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.26 | 0.09 | -2.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.04 | -1.61 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.20 | 0.14 | -1.39 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.02 | 0.11 | 0.22 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.10 | 0.03 | 3.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.12 | 0.06 | 1.90 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.04 | 0.05 | 0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.17 | 0.14 | -1.19 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.07 | 0.03 | 2.39 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.39 | 0.10 | 3.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.08 | 0.07 | -1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.55 | 0.12 | -4.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.55 | 0.09 | -6.48 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.23 | 0.06 | 3.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.00 | 0.10 | 10.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.23 | 0.06 | -3.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.11 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.05 | 0.00 | -39.82 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.01 | 0.00 | -8.40 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -10.76 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.01 | 0.00 | -3.34 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.07 | 0.00 | 26.61 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -1.71 | 0.09. |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.04 | 0.00 | 21.55 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.65 | 0.01 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.03 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.20 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -768.9816140132305
--------------------------------------------------------------------------------
bic: 1697.38
--------------------------------------------------------------------------------
MSE: 217.58
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.81 | 0.27 | -3.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.22 | 0.12 | -1.73 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 3.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.01 | 0.04 | 0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.00 | 0.13 | -0.03 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.13 | 0.21 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.03 | 0.07 | 0.45 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.01 | 1.99 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.32 | 0.06 | -5.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.03 | 0.05 | -0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.47 | 0.05 | 9.22 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.00 | 0.03 | 0.16 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.84 | 0.16 | -5.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.06 | 0.04 | 1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | 0.02 | 0.05 | 0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -1.08 | 0.20 | -5.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.01 | 0.05 | 0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.69 | 0.07 | 10.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.00 | 0.00 | 7.44 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.00 | 0.00 | 1.13 | 0.26 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.01 | 0.00 | 10.09 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.16 | 0.01 | -18.57 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.33 | 0.00 | 50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.13 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.04 | 0.00 | 26.76 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.04 | 0.00 | -32.84 | 0.00*** |
| Dev. lm_normal) . WIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.43 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . WIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.12 | 0.00 | -30.32 | 0.00*** |
| Dev. normal) . MIMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -736.5254312318363
--------------------------------------------------------------------------------
bic: 1614.79
--------------------------------------------------------------------------------
MSE: 254.10
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.20 | 0.38 | -0.52 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.11 | 0.19 | 5.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.08 | 0.04 | -2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.59 | 0.28 | -2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.09 | 0.04 | -2.35 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.15 | 0.07 | 2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.18 | 0.17 | 1.05 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.04 | 0.05 | 0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.46 | 0.12 | -3.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.11 | 0.02 | 5.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.01 | 0.34 | -2.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.23 | 0.11 | -2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.03 | 0.04 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.02 | 0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.04 | 0.00 | 29.17 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 12.14 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.01 | 0.00 | 12.29 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.01 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.92 | 0.01 | -50.00 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.03 | 0.00 | -17.72 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.00 | 0.00 | 0.19 | 0.85 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.01 | 0.00 | 2.53 | 0.01* |
| Dev. tn_normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.01 | 0.00 | -5.36 | 0.00*** |
| Dev. normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.02 | 0.00 | 16.37 | 0.00*** |
| Dev. normal) . SINGLE | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -736.7747590084505
--------------------------------------------------------------------------------
bic: 1657.04
--------------------------------------------------------------------------------
MSE: 970.13
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.42 | 0.49 | -0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.33 | 0.11 | 11.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.11 | 0.22 | 0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.06 | 0.07 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.34 | 0.25 | 1.36 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.01 | 0.01 | -1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.04 | 0.10 | 0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.03 | 0.02 | 1.77 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.98 | 0.22 | -4.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.56 | 0.34 | -1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.01 | 0.05 | 0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.08 | 0.07 | -1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.22 | 0.10 | -2.27 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.25 | 0.15 | 1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.14 | 0.21 | -0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.25 | 0.29 | -0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.16 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.01 | 0.00 | 5.05 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.03 | 0.00 | 10.58 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.02 | 0.00 | -4.95 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.59 | 0.01 | 40.35 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 1.18 | 0.01 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.05 | 0.00 | -20.78 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.45 | 0.03 | 15.78 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.91 | 0.02 | -42.73 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | no | -1.06 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| SINGLE (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | no | 0.02 | 0.03 | 0.56 | 0.57 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | no | -0.03 | 0.04 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | no | -0.04 | 0.10 | -0.36 | 0.72 |
| 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 1 | | 0.08 | 0.05 | 1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | | -0.07 | 0.02 | -3.70 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | -0.11 | 0.10 | -1.06 | 0.29 |
| 1:uniform:sd hetro | | | | | |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -747.6582785674304
--------------------------------------------------------------------------------
bic: 1653.34
--------------------------------------------------------------------------------
MSE: 289.48
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.46 | 0.66 | -0.70 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.90 | 0.17 | 5.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.22 | 0.27 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.17 | 0.31 | -0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.02 | 0.07 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.08 | 0.07 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.02 | 0.02 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.04 | 1.73 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.00 | 0.06 | 0.03 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.15 | 0.13 | -1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.21 | 0.10 | 2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.04 | 1.76 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.02 | 0.43 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.19 | 0.23 | 0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.03 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.31 | 0.24 | -1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.42 | 0.29 | -4.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.16 | -1.22 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.52 | 0.60 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.00 | 0.00 | 0.36 | 0.72 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -0.03 | 0.98 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -0.28 | 0.78 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.00 | 0.00 | -0.02 | 0.99 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.00 | 0.00 | 2.30 | 0.02* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 0.33 | 0.74 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.37 | 0.01 | -26.97 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.42 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.4268077868542
--------------------------------------------------------------------------------
bic: 1689.63
--------------------------------------------------------------------------------
MSE: 1284.25
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.47 | 0.30 | -1.60 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.21 | 0.29 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.15 | 0.31 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.50 | 0.30 | -4.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.20 | 0.17 | -1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.00 | 0.06 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.24 | 0.30 | -0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.30 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.17 | 0.10 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.19 | 0.24 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.45 | 0.23 | 1.93 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.05 | 0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.03 | 0.13 | 0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.22 | 0.12 | -1.81 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.03 | 0.04 | 0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.83 | 0.19 | 4.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.00 | 0.07 | -0.03 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.09 | 0.11 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.32 | 0.01 | 24.41 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.60 | 0.55 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.00 | 0.00 | -0.25 | 0.80 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -0.22 | 0.83 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.00 | 0.00 | 0.22 | 0.83 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.00 | 0.00 | 0.15 | 0.88 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.03 | 0.04 | 0.77 | 0.44 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.00 | 0.00 | -0.54 | 0.59 |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.00 | 0.01 | -0.17 | 0.87 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.00 | 0.01 | -0.43 | 0.67 |
| normal) . LENGTH (Std. | | | | | |
| Dev. triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.03 | 0.04 | -0.70 | 0.49 |
| Dev. uniform) . LENGTH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.00 | 0.01 | 0.41 | 0.68 |
| Dev. uniform) . TRAIN | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | no | 0.01 | 0.04 | 0.18 | 0.86 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS: hetro group 0 | no | -0.09 | 0.24 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | -0.05 | 0.03 | -1.67 | 0.10 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.42 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -739.8911595551681
--------------------------------------------------------------------------------
bic: 1646.09
--------------------------------------------------------------------------------
MSE: 273.19
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.34 | 0.74 | -0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.00 | 0.09 | 11.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.32 | 0.19 | -1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.37 | 0.20 | -1.81 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | 0.00 | 0.00 | 0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.04 | 0.12 | 0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.21 | 0.17 | 1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.08 | 0.06 | -1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.55 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.39 | 0.18 | -2.12 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.00 | 0.04 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.09 | 0.09 | -1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.06 | 3.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.59 | 0.13 | 4.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.33 | 0.22 | -5.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.02 | 0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.01 | 0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.32 | 0.10 | -3.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.02 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -2.27 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.27 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.00 | 0.00 | -0.11 | 0.91 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.00 | 0.00 | 2.09 | 0.04* |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -1.00 | 0.32 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 1.15 | 0.01 | 50.00 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.02 | 0.00 | -17.23 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.00 | 0.00 | -24.72 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.16 | 0.00 | -46.27 | 0.00*** |
| Dev. normal) . URB | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.02 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . URB | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.00 | 0.00 | 39.84 | 0.00*** |
| Dev. normal) . CURVES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -733.7436924007226
--------------------------------------------------------------------------------
bic: 1643.58
--------------------------------------------------------------------------------
MSE: 2981.36
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.28 | 0.73 | -0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.12 | 0.11 | 10.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.23 | 0.20 | -1.14 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | 0.03 | 0.01 | 2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.04 | 0.19 | -0.18 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.00 | 0.05 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.27 | 0.19 | 1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.02 | 3.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.13 | 0.06 | 1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.04 | 0.07 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.04 | 0.03 | -1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.61 | 0.29 | -5.48 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.05 | 1.99 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.21 | 0.17 | -1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.16 | 0.28 | -0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | -0.00 | 0.03 | -0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.11 | 0.04 | -2.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.02 | 0.06 | 0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.34 | 0.20 | -1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.06 | 4.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.02 | 0.03 | 0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.17 | 0.08 | -2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.05 | 0.00 | 34.43 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | -0.01 | 0.00 | -7.29 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.07 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | -0.02 | 0.00 | -16.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.05 | 0.01 | -8.49 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.03 | 0.00 | -9.81 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.08 | 0.00 | 44.82 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.42 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -12.39 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.22 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -733.8992206957682
--------------------------------------------------------------------------------
bic: 1634.11
--------------------------------------------------------------------------------
MSE: 327.68
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.67 | 0.58 | -1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.02 | 0.09 | 11.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.16 | 0.10 | -1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.01 | 0.02 | 0.56 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.10 | 0.14 | 0.72 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.06 | 0.03 | 2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.02 | 0.07 | -0.31 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.13 | 0.11 | 1.22 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -2.05 | 0.27 | -7.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.17 | 0.13 | -1.33 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.00 | 0.08 | -0.00 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.02 | 0.00 | -8.08 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.23 | 0.01 | -45.45 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.01 | 0.00 | 19.92 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.11 | 0.00 | -36.97 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.01 | 0.00 | 4.89 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.16 | 0.01 | -27.86 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.07 | 0.00 | -18.62 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.29 | 0.01 | -29.18 | 0.00*** |
| normal) . SPEED (Std. | | | | | |
| Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.02 | 0.00 | 3.60 | 0.00*** |
| Dev. uniform) . SPEED | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | arcsinh | -0.00 | 0.00 | -1.15 | 0.25 |
| Dev. uniform) . URB | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | no | 0.07 | 0.18 | 0.42 | 0.68 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | no | 0.01 | 0.04 | 0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 0 | sqrt | -0.02 | 0.07 | -0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| main: ADTLANE: hetro | arcsinh | -0.01 | 0.00 | -2.90 | 0.00*** |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 1 | | 0.01 | 0.05 | 0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | 0.03 | 0.03 | 1.16 | 0.25 |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: ADTLANE: hetro | | 0.01 | 0.00 | 11.26 | 0.00*** |
| group 1:normal:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.8034074020131
--------------------------------------------------------------------------------
bic: 1626.55
--------------------------------------------------------------------------------
MSE: 211.80
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.25 | 0.73 | -1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.49 | 0.11 | -4.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.03 | 0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.04 | 0.01 | -3.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.42 | 0.14 | -2.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.12 | 0.16 | -0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.30 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.01 | 0.08 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.00 | 0.02 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.04 | -0.02 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.05 | 0.03 | 1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.12 | 0.08 | 13.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.32 | 0.12 | -10.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.07 | 0.12 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.36 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.05 | 0.00 | 33.83 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 4.01 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | arcsinh | 0.08 | 0.00 | 19.60 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | arcsinh | 0.41 | 0.15 | 2.81 | 0.01* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | no | 0.18 | 0.19 | 0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | | -0.05 | 0.05 | -1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | -0.22 | 0.02 | -10.44 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.1554264265961
--------------------------------------------------------------------------------
bic: 1627.65
--------------------------------------------------------------------------------
MSE: 485.05
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.23 | 0.52 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.69 | 0.10 | -6.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.05 | 0.08 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.07 | 0.10 | -0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | 0.10 | 0.18 | 0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.06 | 0.04 | -1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.03 | 0.04 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.27 | 0.09 | 3.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.10 | 0.03 | 3.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.03 | 1.07 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.04 | 0.18 | -5.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.42 | 0.09 | -4.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.06 | 3.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.98 | 0.07 | 13.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.11 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.00 | 0.00 | 0.39 | 0.70 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.17 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | no | 0.02 | 0.00 | 11.65 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | arcsinh | 0.00 | 0.02 | 0.22 | 0.83 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | no | 0.02 | 0.02 | 0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | no | -0.01 | 0.03 | -0.39 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 0 | | 0.12 | 0.06 | 1.95 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | -0.02 | 0.01 | -2.31 | 0.02* |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -740.3251291008744
--------------------------------------------------------------------------------
bic: 1667.64
--------------------------------------------------------------------------------
MSE: 262.13
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.34 | 0.75 | -0.45 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.91 | 0.31 | 2.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.28 | 0.17 | -1.67 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.15 | 0.12 | -1.24 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.18 | 0.15 | 1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.03 | 0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.10 | 0.15 | 0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.43 | 0.26 | -5.49 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.13 | 0.12 | 1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.10 | 2.42 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.01 | 0.04 | 0.27 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.08 | 0.14 | -0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.52 | 0.21 | 2.49 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.29 | -0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.05 | -0.93 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.06 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.03 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.20 | 0.20 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.15 | 0.20 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.16 | 0.15 | -1.05 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.01 | 0.02 | 0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.00 | 0.01 | 0.04 | 0.97 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.24 | 0.81 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.00 | 0.02 | 0.09 | 0.93 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | -0.00 | 0.00 | -0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -0.03 | 0.97 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.00 | 0.00 | 0.10 | 0.92 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.00 | 0.00 | -0.64 | 0.52 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.00 | 0.00 | -1.05 | 0.30 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.00 | 0.00 | 0.51 | 0.61 |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.00 | 0.00 | 0.35 | 0.73 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.00 | 0.00 | -0.04 | 0.97 |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.26 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -741.946916272323
--------------------------------------------------------------------------------
bic: 1649.70
--------------------------------------------------------------------------------
MSE: 317.29
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.18 | 0.83 | -0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.07 | 0.11 | 10.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.49 | 0.18 | -2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.13 | 0.10 | -1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.07 | 0.27 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.12 | 0.17 | -0.70 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.12 | 0.08 | -1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.19 | 0.21 | -0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.04 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.08 | 0.35 | -3.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.06 | 1.75 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.17 | 0.07 | 2.39 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.21 | 0.08 | 2.61 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.03 | 0.05 | -0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.02 | 0.10 | 0.18 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.10 | 0.04 | 2.74 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.13 | 0.09 | 1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.45 | 0.36 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.30 | 0.11 | -2.82 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.04 | 0.06 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.11 | 0.00 | -45.50 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.18 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.20 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.00 | 0.00 | -0.15 | 0.88 |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.77 | 0.01 | 50.00 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.02 | 0.00 | -4.63 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.88 | 0.02 | 50.00 | 0.00*** |
| uniform) . SPEED (Std. | | | | | |
| Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.07 | 0.01 | -10.52 | 0.00*** |
| Dev. tn_normal) . SPEED | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.29 | 0.01 | -39.57 | 0.00*** |
| Dev. tn_normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -761.3180249863341
--------------------------------------------------------------------------------
bic: 1698.23
--------------------------------------------------------------------------------
MSE: 968.94
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.30 | 0.74 | 0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.20 | 0.02 | 12.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.52 | 0.17 | 3.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.15 | 0.11 | -1.39 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.14 | 0.16 | 0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.22 | 0.18 | -1.22 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.04 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.44 | 0.30 | -1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.40 | 0.10 | -4.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.05 | 2.17 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.31 | 0.05 | 5.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.33 | 0.11 | 3.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.11 | 0.07 | -1.68 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.21 | 0.18 | -1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.34 | 0.20 | -1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.05 | 0.05 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.13 | 0.08 | 1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.06 | 0.03 | -1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.88 | 0.32 | -2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.04 | -0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.20 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.04 | 0.00 | -34.64 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.02 | 0.01 | 2.97 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.07 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.08 | 0.00 | 44.79 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.01 | 0.00 | 6.83 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.09 | 0.00 | 48.42 | 0.00*** |
| lm_normal) . MIMEDSH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.11 | 0.00 | -50.00 | 0.00*** |
| triangular) . MIMEDSH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.04 | 0.00 | 23.53 | 0.00*** |
| triangular) . SPEED | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -772.7399882456444
--------------------------------------------------------------------------------
bic: 1698.50
--------------------------------------------------------------------------------
MSE: 438.68
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.15 | 0.14 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.74 | 0.20 | -3.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.07 | 0.09 | -0.82 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.03 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.36 | 0.10 | 3.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.00 | 0.02 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.35 | 0.07 | -5.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.24 | 0.11 | -2.26 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.16 | 0.09 | 1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.11 | 0.02 | 4.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.04 | 0.04 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.46 | 0.07 | 6.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.58 | 0.14 | -4.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.56 | 0.05 | 11.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.65 | 0.18 | -3.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.10 | 0.05 | 2.12 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.16 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.27 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.03 | 0.00 | -7.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.03 | 0.00 | -26.10 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.04 | 0.00 | 18.87 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.07 | 0.00 | -34.31 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.05 | 0.00 | -24.07 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.24 | 0.00 | 50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.01 | 0.00 | 4.47 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.37 | 0.00 | -50.00 | 0.00*** |
| normal) . SPEED (Std. | | | | | |
| Dev. lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.7561217784022
--------------------------------------------------------------------------------
bic: 1672.11
--------------------------------------------------------------------------------
MSE: 818.98
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.72 | 0.60 | -1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.09 | 0.21 | -0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.06 | 0.03 | 1.79 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.04 | 0.02 | -2.19 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.20 | 0.17 | -1.19 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.72 | 0.16 | -10.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -1.79 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.06 | 0.02 | 2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -0.87 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.48 | 0.11 | 13.22 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.37 | 0.24 | -1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.36 | 0.11 | -3.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.05 | -1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.01 | 0.04 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.33 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.00 | 0.02 | -0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.17 | 0.25 | -0.70 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.15 | 0.06 | 2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.26 | 0.08 | 3.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.02 | 0.00 | -11.22 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.04 | 0.00 | 16.51 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -1.54 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.00 | 0.00 | 4.34 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.09 | 0.00 | 48.89 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.01 | 0.00 | 13.82 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.07 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.43 | 0.01 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.23 | 0.00 | -50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.14 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.54 | 0.01 | -50.00 | 0.00*** |
| tn_normal) . DOUBLE | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.57 | 0.01 | -50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| DOUBLE (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.12 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . SLOPE | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -753.3745184127673
--------------------------------------------------------------------------------
bic: 1660.77
--------------------------------------------------------------------------------
MSE: 425.21
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -6.90 | 0.17 | -40.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.14 | 0.12 | 9.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.32 | 0.16 | -2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.37 | 0.19 | -1.91 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.36 | 0.13 | 2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.24 | 0.15 | -1.60 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.10 | 0.04 | -2.66 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.10 | 0.04 | -2.49 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.00 | 0.04 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | -0.16 | 0.08 | -2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.02 | 0.03 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.26 | 0.09 | 2.76 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.05 | 1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.01 | 0.00 | -3.87 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -1.15 | 0.25 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.04 | 0.00 | 21.45 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.04 | 0.00 | 18.69 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | no | 0.01 | 0.00 | 7.99 | 0.00*** |
| Dev. triangular) . | | | | | |
| MXGRADE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | no | 0.00 | 0.01 | 0.15 | 0.88 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | arcsinh | 0.01 | 0.04 | 0.12 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT: hetro group 0 | no | 0.07 | 0.09 | 0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | | 0.19 | 0.05 | 3.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | -0.01 | 0.00 | -4.35 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -755.7112516662129
--------------------------------------------------------------------------------
bic: 1664.44
--------------------------------------------------------------------------------
MSE: 317.84
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.57 | 0.31 | -8.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.79 | 0.08 | 9.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.31 | 0.18 | -1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.00 | 0.03 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.10 | 0.11 | -0.87 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.11 | 0.03 | -3.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.34 | 0.19 | 1.79 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.03 | 1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.06 | 3.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.07 | 0.03 | 2.64 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.14 | 0.22 | -0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.06 | 0.04 | 1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.06 | 0.16 | -0.39 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.67 | 0.03 | -19.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.01 | 0.01 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.02 | 4.49 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.11 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | -0.05 | 0.00 | -35.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.14 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.02 | 0.00 | -50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | -0.03 | 0.00 | -42.06 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.01 | 0.00 | -15.60 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.10 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . WIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.04 | 0.00 | 42.86 | 0.00*** |
| Dev. normal) . WIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.02 | 0.00 | 24.05 | 0.00*** |
| Dev. normal) . MXMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
failed to converge..
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -777.5903081416996
--------------------------------------------------------------------------------
bic: 1719.99
--------------------------------------------------------------------------------
MSE: 5238.22
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.77 | 0.69 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.13 | 0.21 | -0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.53 | 0.25 | -2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.02 | 4.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.05 | 0.25 | -0.21 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.58 | 0.07 | 8.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.05 | 0.07 | 0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.02 | 0.02 | 1.27 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.29 | 0.10 | -2.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.11 | 0.13 | -0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.06 | 0.11 | 0.52 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.13 | 0.31 | 0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.33 | 0.28 | -4.69 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.17 | 0.01 | 14.53 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.04 | 0.00 | 28.18 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.06 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.29 | 0.01 | 40.64 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.82 | 0.01 | -50.00 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.34 | 0.01 | -24.52 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.02 | 0.00 | -20.61 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -1.00 | 0.01 | -50.00 | 0.00*** |
| triangular) . URB (Std. | | | | | |
| Dev. lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 1.34 | 0.03 | 50.00 | 0.00*** |
| Dev. lm_normal) . URB | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.68 | 0.02 | -37.77 | 0.00*** |
| Dev. lm_normal) . TRAIN | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.21 | 0.03 | -6.83 | 0.00*** |
| Dev. tn_normal) . URB | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.47 | 0.02 | 21.25 | 0.00*** |
| Dev. tn_normal) . TRAIN | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | arcsinh | 0.29 | 0.01 | 27.47 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| PEAKHR (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRDIFF: hetro | no | 0.40 | 0.08 | 4.86 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 0 | arcsinh | -0.06 | 0.06 | -0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 0 | | -0.08 | 0.06 | -1.36 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRDIFF: hetro | | -0.04 | 0.03 | -1.34 | 0.18 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -738.925012559353
--------------------------------------------------------------------------------
bic: 1660.84
--------------------------------------------------------------------------------
MSE: 316.78
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.58 | 0.26 | -2.25 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.01 | 0.14 | 7.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.30 | 0.13 | -2.27 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.36 | 0.14 | -2.52 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.10 | 0.21 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.00 | 0.02 | 0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.09 | -0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.21 | 0.20 | -1.05 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.43 | 0.13 | -3.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.08 | 0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.23 | 0.07 | 3.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.07 | 0.06 | 1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.05 | -1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.05 | 0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.02 | 0.05 | -0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.15 | 0.15 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.04 | 0.11 | 0.34 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.22 | 0.10 | -2.27 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.84 | 0.40 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | 0.00 | 0.00 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -0.06 | 0.95 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.02 | 0.01 | -2.22 | 0.03* |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.00 | 0.00 | 0.16 | 0.87 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.04 | 0.01 | -3.12 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.40 | 0.01 | 42.22 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.00 | 0.11 | 0.92 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.46 | 0.01 | -50.00 | 0.00*** |
| uniform) . URB (Std. | | | | | |
| Dev. lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.10 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . URB | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.09 | 0.00 | -41.98 | 0.00*** |
| Dev. tn_normal) . TRAIN | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 3.61 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -756.763780045522
--------------------------------------------------------------------------------
bic: 1684.73
--------------------------------------------------------------------------------
MSE: 258.35
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.11 | 0.92 | -0.12 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.38 | 0.22 | -1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.14 | 0.19 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.00 | 0.03 | -0.02 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.12 | -1.58 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.05 | -0.91 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.07 | 0.25 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.06 | 0.06 | -1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.03 | 2.60 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.22 | 0.08 | -2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.31 | 0.30 | -4.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.24 | 0.09 | -2.57 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.14 | 0.06 | 2.33 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.03 | 2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.01 | 0.02 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.04 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.32 | 0.10 | 3.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.60 | 0.11 | 14.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.03 | 0.08 | 0.34 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.02 | 0.00 | 32.99 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.01 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.00 | 0.00 | 10.41 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.04 | 0.00 | 42.91 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.33 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.21 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.02 | 0.00 | 5.11 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.16 | 0.01 | -29.67 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.7212502698785
--------------------------------------------------------------------------------
bic: 1669.25
--------------------------------------------------------------------------------
MSE: 387.70
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.52 | 0.24 | -2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.98 | 0.14 | 6.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.07 | 0.44 | 0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.08 | 0.33 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.17 | 0.21 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.05 | 1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.03 | 0.12 | -0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.11 | 0.23 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.03 | -1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.27 | 0.24 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.11 | 1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.30 | 0.12 | 2.60 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.03 | 0.06 | 0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.05 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.81 | 1.00 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.24 | 0.21 | -1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.04 | 1.50 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.17 | 0.19 | -0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.08 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.00 | 0.00 | 0.08 | 0.94 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.20 | 0.84 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.00 | 0.00 | -0.07 | 0.95 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.01 | 0.03 | -0.45 | 0.66 |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.00 | 0.00 | -0.43 | 0.67 |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.00 | 0.00 | 0.25 | 0.80 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.00 | 0.01 | -0.07 | 0.95 |
| normal) . URB (Std. | | | | | |
| Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.00 | 0.00 | 0.01 | 0.99 |
| Dev. triangular) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.00 | 0.00 | 0.38 | 0.70 |
| Dev. triangular) . FC | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.06 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -749.1995025729694
--------------------------------------------------------------------------------
bic: 1667.10
--------------------------------------------------------------------------------
MSE: 571.05
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.04 | 0.32 | -3.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.27 | 0.11 | -2.41 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.05 | -1.79 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.04 | 0.24 | 0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.01 | 0.08 | 0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.03 | 1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.40 | 0.09 | -4.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.06 | 3.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.44 | 0.14 | 3.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.23 | 0.17 | 1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.01 | 0.02 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.07 | 0.04 | -1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.04 | 0.01 | -3.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.13 | 0.04 | -3.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.48 | 0.16 | -3.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.00 | 0.02 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.54 | 0.01 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.14 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.02 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.02 | 0.00 | -20.26 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.30 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.04 | 0.00 | -50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.09 | 0.00 | 40.77 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.13 | 0.00 | -50.00 | 0.00*** |
| tn_normal) . MIMEDSH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.01 | 0.00 | 4.15 | 0.00*** |
| Dev. triangular) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | sqrt | 0.01 | 0.00 | 17.12 | 0.00*** |
| Dev. triangular) . | | | | | |
| SPEED (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | no | 1.06 | 0.15 | 7.14 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 0 | | 0.12 | 0.05 | 2.12 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | | -0.39 | 0.08 | -5.15 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -742.8754091788263
--------------------------------------------------------------------------------
bic: 1640.27
--------------------------------------------------------------------------------
MSE: 240.44
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.53 | 0.67 | -0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.03 | 0.16 | 0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.18 | 0.24 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.27 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.04 | -0.02 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.03 | 2.40 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.03 | -0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.52 | 0.07 | -21.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.21 | 0.10 | 2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.36 | 0.10 | 13.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.47 | 0.08 | -6.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.39 | 0.10 | 4.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.16 | 0.07 | 2.25 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.29 | 0.03 | -9.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.23 | 0.15 | -1.50 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.05 | 0.08 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.09 | 0.05 | -1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.01 | 0.00 | 1.46 | 0.14 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.22 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.05 | 0.00 | -36.87 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.02 | 0.00 | -4.74 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.69 | 0.01 | 50.00 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.03 | 0.00 | -13.60 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.04 | 0.00 | -14.24 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.14 | 0.00 | -32.21 | 0.00*** |
| normal) . URB (Std. | | | | | |
| Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.29 | 0.01 | 36.52 | 0.00*** |
| Dev. tn_normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.03 | 0.01 | 5.29 | 0.00*** |
| Dev. tn_normal) . TRAIN | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -769.3264946715198
--------------------------------------------------------------------------------
bic: 1705.96
--------------------------------------------------------------------------------
MSE: 4774.76
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -5.22 | 0.16 | -32.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.48 | 0.14 | -3.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.01 | 0.05 | -0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.32 | 0.09 | -3.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.07 | -0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.21 | 0.15 | 1.36 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.15 | 0.16 | 0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.06 | 0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.09 | 2.35 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.01 | 0.25 | 4.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.05 | 1.19 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.04 | 0.09 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.89 | 0.12 | -7.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | -0.03 | 0.03 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.65 | 0.28 | -2.33 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.01 | 0.00 | 1.77 | 0.08. |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.92 | 0.36 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.00 | 0.00 | 0.47 | 0.64 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -0.42 | 0.67 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.06 | 0.01 | -5.85 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.03 | 0.00 | 19.15 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.00 | 0.00 | -0.03 | 0.98 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.08 | 0.00 | 37.45 | 0.00*** |
| Dev. uniform) . SINGLE | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.57 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| SINGLE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.23 | 0.01 | -38.78 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| PEAKHR (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TANGENT: hetro | no | 0.01 | 0.05 | 0.16 | 0.87 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 0 | arcsinh | 0.08 | 0.11 | 0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| main: TANGENT: hetro | | -0.01 | 0.07 | -0.15 | 0.88 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.17 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -730.0291720384052
--------------------------------------------------------------------------------
bic: 1620.97
--------------------------------------------------------------------------------
MSE: 4865.83
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.99 | 0.80 | -1.24 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.06 | 0.08 | 14.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.08 | 0.17 | -0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.04 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.15 | 0.24 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.02 | 0.04 | 0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.10 | 0.02 | 4.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.08 | 1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.19 | 0.15 | -1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.00 | 0.00 | -1.58 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.16 | 0.48 | -0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.37 | 0.46 | -0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.03 | 2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.22 | 0.70 | 0.31 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.59 | 0.36 | -4.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.03 | 0.04 | 0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.48 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.02 | 0.00 | 11.56 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.09 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.96 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.02 | 0.00 | 19.75 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.04 | 0.00 | 15.95 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.71 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| PEAKHR (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.04 | 0.00 | -12.99 | 0.00*** |
| tn_normal) . PEAKHR | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | no | -0.11 | 0.00 | -29.47 | 0.00*** |
| tn_normal) . FRICTION | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | no | -0.03 | 0.08 | -0.40 | 0.69 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT: hetro group 0 | no | -0.02 | 0.04 | -0.52 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | 0.02 | 0.04 | 0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | | 0.09 | 0.02 | 5.17 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -734.7994658426782
--------------------------------------------------------------------------------
bic: 1631.51
--------------------------------------------------------------------------------
MSE: 237.81
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.17 | 0.45 | -0.38 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.05 | 0.08 | 12.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.04 | -0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.06 | 0.21 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.16 | 0.23 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.03 | 0.19 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.72 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.02 | 0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.07 | 0.09 | -0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.32 | 0.19 | -1.68 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.12 | 0.06 | 2.09 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.06 | 3.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.26 | 0.11 | 2.32 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.87 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.33 | 0.32 | -4.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.24 | 0.09 | -2.69 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.32 | 0.13 | -2.51 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.04 | 0.00 | 27.26 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.12 | 0.00 | -37.18 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.05 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | no | 1.16 | 0.01 | 50.00 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | no | -0.02 | 0.04 | -0.64 | 0.52 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED: hetro group 0 | no | -0.02 | 0.02 | -1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 0 | no | -0.01 | 0.02 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | arcsinh | -0.66 | 0.14 | -4.85 | 0.00*** |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH: hetro group 1 | no | 0.55 | 0.14 | 3.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 1 | | -0.04 | 0.05 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | | -0.00 | 0.00 | -0.58 | 0.56 |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | | 0.14 | 0.03 | 4.40 | 0.00*** |
| group 1:normal:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.1487465364344
--------------------------------------------------------------------------------
bic: 1661.21
--------------------------------------------------------------------------------
MSE: 201.52
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.52 | 5.94 | -0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.14 | 0.17 | 6.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.16 | 0.27 | -0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.06 | 0.08 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.02 | 0.03 | -0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.08 | 0.52 | 0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.34 | 0.29 | -1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.11 | 1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.17 | 0.22 | 0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.28 | 0.19 | -1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.04 | 1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.18 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.11 | 1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.03 | 0.12 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.06 | 0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.03 | -0.12 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.17 | 1.11 | -1.05 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.04 | 1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.00 | 0.00 | 0.11 | 0.91 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.53 | 0.60 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.03 | 0.07 | 0.41 | 0.69 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.00 | 0.01 | -0.23 | 0.82 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.01 | 0.03 | 0.98 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.00 | 0.00 | 0.21 | 0.83 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -0.01 | 0.99 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.00 | 0.00 | -0.63 | 0.53 |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.00 | 0.00 | -0.80 | 0.42 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.00 | 0.00 | -0.66 | 0.51 |
| Dev. tn_normal) . SPEED | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.12 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -733.2547421648974
--------------------------------------------------------------------------------
bic: 1630.82
--------------------------------------------------------------------------------
MSE: 213.66
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.23 | 0.29 | -0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 0.97 | 0.11 | 8.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.24 | 0.10 | -2.43 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.02 | 0.01 | -1.93 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.04 | -1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.02 | 0.04 | -0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.26 | 0.18 | 1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 4.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.07 | 0.07 | 0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.03 | 0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.28 | 0.22 | -5.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.22 | 0.08 | -2.75 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.14 | 0.05 | 2.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.63 | 0.12 | 5.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.44 | 0.12 | -3.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.02 | 0.05 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.01 | 0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.56 | 0.12 | -4.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.17 | 0.07 | 2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.06 | 0.00 | 29.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.74 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.01 | 0.00 | 5.65 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 1.91 | 0.06. |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | -0.57 | 0.01 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.13 | 0.01 | 21.52 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.03 | 0.00 | -21.84 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.22 | 0.01 | 42.09 | 0.00*** |
| Dev. uniform) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.02 | 0.00 | 6.90 | 0.00*** |
| Dev. triangular) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.07 | 0.00 | -42.39 | 0.00*** |
| Dev. triangular) . | | | | | |
| GRADEBR (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.965485578689
--------------------------------------------------------------------------------
bic: 1670.53
--------------------------------------------------------------------------------
MSE: 227.89
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.42 | 0.29 | -1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.17 | 0.27 | -0.62 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.21 | 0.20 | 1.03 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.03 | 1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.25 | 0.15 | -1.68 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.57 | 0.20 | -7.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.08 | 1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.29 | 0.09 | 3.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.86 | 0.11 | 8.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.05 | 0.05 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.03 | 2.11 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.10 | 0.05 | -2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.05 | -0.17 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.12 | 0.11 | -1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.06 | 0.08 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.08 | 0.32 | -0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.03 | 0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.00 | 0.00 | -0.03 | 0.98 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.35 | 0.73 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.32 | 0.75 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | -0.00 | 0.00 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.00 | 0.00 | 0.62 | 0.54 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.00 | 0.00 | -0.63 | 0.53 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.01 | -0.29 | 0.77 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | -0.07 | 0.01 | -6.80 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.00 | 0.00 | -0.22 | 0.82 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.01 | 0.00 | 5.60 | 0.00*** |
| Dev. normal) . DECLANES | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | no | -0.17 | 0.14 | -1.17 | 0.24 |
| 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | no | -0.01 | 0.06 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | arcsinh | 0.07 | 0.03 | 2.16 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | -0.01 | 0.22 | -0.05 | 0.96 |
| 0:uniform:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.18 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -743.2627064755377
--------------------------------------------------------------------------------
bic: 1646.44
--------------------------------------------------------------------------------
MSE: 288.74
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.12 | 0.50 | -0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.26 | 0.07 | -3.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.04 | 0.03 | -1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.12 | 0.25 | 0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.28 | 0.11 | -2.60 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.22 | 0.18 | 1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.02 | 0.09 | -0.22 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.04 | 0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.21 | 0.30 | -4.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.22 | 0.10 | 2.26 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.07 | 0.17 | 6.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.04 | 0.04 | 1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.06 | 0.09 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.00 | 0.02 | 0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.39 | 0.10 | -4.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.06 | 0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.10 | -1.58 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.11 | 0.01 | -17.95 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.01 | 0.00 | -3.46 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.04 | 0.00 | 44.83 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.08 | 0.00 | 23.69 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | arcsinh | -0.51 | 0.01 | -50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | no | 0.01 | 0.11 | 0.10 | 0.92 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | | 0.20 | 0.07 | 2.79 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | | 0.17 | 0.07 | 2.51 | 0.01* |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -760.9763090502178
--------------------------------------------------------------------------------
bic: 1678.47
--------------------------------------------------------------------------------
MSE: 301.05
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -3.97 | 0.57 | -6.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.37 | 0.21 | 6.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.05 | 0.21 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.28 | 0.12 | -2.34 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.06 | 0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.05 | 0.12 | -0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.04 | 0.09 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.02 | 0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.35 | 0.12 | 2.83 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | 0.07 | 0.14 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.02 | 0.03 | 0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.00 | 0.06 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.12 | 0.06 | -2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.02 | 0.16 | -0.09 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.00 | 0.01 | -0.01 | 0.99 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | -0.03 | 0.02 | -1.27 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.00 | 0.00 | 0.65 | 0.52 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.01 | 0.01 | -2.81 | 0.01* |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.08 | 0.01 | 9.06 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.01 | 0.01 | -1.67 | 0.10 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.27 | 0.01 | 45.20 | 0.00*** |
| triangular) . FC (Std. | | | | | |
| Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.45 | 0.01 | -49.75 | 0.00*** |
| Dev. uniform) . FC | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.14 | 0.01 | -10.29 | 0.00*** |
| Dev. uniform) . TRAIN | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | no | 0.01 | 0.01 | 0.62 | 0.53 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | no | 0.00 | 0.05 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | log | -0.44 | 0.08 | -5.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | -0.00 | 0.03 | -0.01 | 1.00 |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 3.19 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -730.4308185000743
--------------------------------------------------------------------------------
bic: 1635.46
--------------------------------------------------------------------------------
MSE: 306.13
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.30 | 0.55 | -4.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.60 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.00 | 0.02 | -0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.00 | 0.18 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.00 | 0.04 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.28 | 0.06 | 4.48 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.32 | 0.09 | 3.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.90 | 0.09 | 9.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.24 | 0.18 | -1.33 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.11 | 0.20 | 0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.02 | 2.59 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | 0.06 | 0.10 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.55 | 0.07 | -7.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.05 | 1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.31 | 0.08 | -4.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.15 | 0.10 | -1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.01 | 0.00 | 4.22 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.02 | 0.00 | -12.29 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.01 | 0.00 | 8.42 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.01 | 0.00 | -1.59 | 0.11 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.04 | 0.00 | -37.06 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.02 | 0.00 | 35.24 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.02 | 0.00 | 9.01 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.33 | 0.00 | -50.00 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.30 | 0.01 | 29.84 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.05 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.92 | 0.01 | 50.00 | 0.00*** |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.04 | 0.00 | -18.49 | 0.00*** |
| Dev. triangular) . | | | | | |
| WIDTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.14 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| DOUBLE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -777.7411729967606
--------------------------------------------------------------------------------
bic: 1730.08
--------------------------------------------------------------------------------
MSE: 376.40
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.32 | 0.42 | -3.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.23 | 0.14 | -1.63 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.11 | 0.02 | 5.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.00 | 0.03 | 0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.09 | 0.04 | 1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.34 | 0.08 | 4.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.73 | 0.08 | -8.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.50 | 0.05 | 9.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.23 | 0.23 | 1.01 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.13 | 0.07 | 2.05 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.15 | 0.05 | 2.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.33 | 0.09 | -3.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.49 | 0.06 | 8.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -1.04 | 0.14 | -7.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.22 | 0.01 | 24.88 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.16 | 0.01 | -20.35 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.02 | 0.01 | 2.57 | 0.01* |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.20 | 0.00 | 44.39 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.07 | 0.00 | -21.37 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.09 | 0.00 | -27.52 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.03 | 0.00 | 11.70 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.70 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) . WIDTH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.61 | 0.02 | 34.27 | 0.00*** |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.04 | 0.01 | -8.89 | 0.00*** |
| Dev. uniform) . CURVES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.29 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| WIDTH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.01 | 0.00 | -6.18 | 0.00*** |
| Dev. triangular) . | | | | | |
| CURVES (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | arcsinh | -0.01 | 0.00 | -3.89 | 0.00*** |
| Dev. triangular) . | | | | | |
| ACCESS (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | no | 0.14 | 0.08 | 1.78 | 0.08. |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB: hetro group 0 | no | -0.47 | 0.09 | -5.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | | 0.03 | 0.02 | 1.30 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | | 0.00 | 0.02 | 0.18 | 0.86 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -740.8827145008693
--------------------------------------------------------------------------------
bic: 1648.57
--------------------------------------------------------------------------------
MSE: 274.48
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.37 | 3.81 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.45 | 0.23 | 1.99 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.05 | -0.72 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.05 | 0.12 | 0.38 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.03 | 1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.03 | 1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.23 | 0.55 | -0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.06 | -0.02 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.24 | 0.09 | 2.75 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.28 | 0.39 | 0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.06 | 0.12 | -0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.24 | 0.16 | 7.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.54 | 0.73 | -2.12 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.23 | 0.50 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.04 | -0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.11 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.31 | 0.42 | -0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.05 | 0.08 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.58 | 0.28 | -2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.37 | 0.37 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.06 | 0.00 | 26.43 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.04 | 0.00 | 8.55 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.07 | 0.01 | 12.41 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.01 | 0.00 | -1.38 | 0.17 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.33 | 0.02 | 14.70 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.20 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.78 | 0.02 | 44.81 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.57 | 0.01 | 50.00 | 0.00*** |
| uniform) . DECLANES | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.1397970183694
--------------------------------------------------------------------------------
bic: 1665.48
--------------------------------------------------------------------------------
MSE: 293.72
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.39 | 0.20 | -1.93 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.36 | 0.10 | -3.75 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.04 | -1.95 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.11 | 0.18 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.09 | 0.08 | 1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.42 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.09 | 0.12 | -9.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.17 | 0.06 | 2.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | -0.02 | 0.03 | -0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.39 | 0.11 | 3.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.02 | 0.02 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.05 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.08 | 1.77 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.31 | 0.08 | -3.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.02 | 0.52 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.91 | 0.10 | 9.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.25 | 0.20 | -1.24 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.30 | 0.11 | -2.81 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.01 | 0.00 | -9.45 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.06 | 0.00 | 20.05 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.18 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.01 | 0.00 | 5.11 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.21 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.03 | 0.00 | -16.86 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.09 | 0.01 | 16.96 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.14 | 0.00 | 50.00 | 0.00*** |
| uniform) . LENGTH (Std. | | | | | |
| Dev. tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.36 | 0.01 | 50.00 | 0.00*** |
| lm_normal) . LENGTH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.25 | 0.01 | -33.99 | 0.00*** |
| lm_normal) . SPEED | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.2221395322152
--------------------------------------------------------------------------------
bic: 1648.86
--------------------------------------------------------------------------------
MSE: 239.35
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.40 | 0.34 | -1.19 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.11 | 0.19 | 5.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.01 | 0.01 | -1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.06 | 0.03 | -1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.03 | 1.46 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.13 | 0.32 | -3.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.05 | -0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.29 | 0.20 | -1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.03 | 0.07 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.03 | 2.47 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.03 | 0.09 | -0.27 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.11 | 0.19 | 0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.23 | 0.07 | 3.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.05 | 0.06 | -0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.22 | 0.11 | -1.90 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.14 | 0.09 | 1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.39 | 0.09 | -4.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.02 | 0.01 | -4.09 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.17 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.07 | 0.00 | 21.55 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.09 | 0.01 | -8.08 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.18 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.02 | 0.00 | 24.65 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.00 | 0.01 | 0.42 | 0.68 |
| Dev. lm_normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.02 | 0.00 | -8.09 | 0.00*** |
| Dev. triangular) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | no | 0.10 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| GRADEBR (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SLOPE: hetro | arcsinh | 0.05 | 0.06 | 0.88 | 0.38 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 0 | | 0.20 | 0.10 | 2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| main: SLOPE: hetro | | 0.02 | 0.06 | 0.30 | 0.76 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -795.6290741126977
--------------------------------------------------------------------------------
bic: 1756.07
--------------------------------------------------------------------------------
MSE: 461.62
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.16 | 0.63 | -0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.81 | 0.15 | -5.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | 0.03 | 0.26 | 0.12 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.03 | 0.29 | -0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.08 | 0.22 | -0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.07 | 0.04 | 1.92 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.28 | 0.08 | -3.59 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.23 | 0.14 | -1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.03 | 0.07 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.06 | 0.05 | -1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.67 | 0.06 | 10.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.04 | 0.02 | -1.67 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.69 | 0.35 | -1.96 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.10 | 0.06 | -1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.63 | 0.48 | -1.30 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 3.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 1.07 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.08 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.09 | 0.00 | 21.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.04 | 0.00 | -25.42 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.24 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.04 | 0.00 | 12.60 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.13 | 0.00 | 50.00 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.11 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | no | -0.15 | 0.00 | -48.65 | 0.00*** |
| Dev. uniform) . SPEED | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | no | 0.14 | 0.02 | 6.55 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | | 0.03 | 0.02 | 1.50 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | 0.02 | 0.01 | 1.85 | 0.07. |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -741.586179224087
--------------------------------------------------------------------------------
bic: 1670.56
--------------------------------------------------------------------------------
MSE: 257.01
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.07 | 0.71 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.14 | 0.15 | -0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.36 | 0.18 | -1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.23 | 0.21 | -1.07 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.03 | 2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.04 | 0.08 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.00 | 0.17 | 0.02 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.02 | 0.05 | 0.46 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.30 | 0.10 | 3.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.05 | 0.05 | -0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.00 | 0.00 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.00 | 0.03 | 0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.38 | 0.51 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.28 | 0.13 | -2.19 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.21 | 0.11 | -1.95 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.84 | 0.35 | -2.40 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.25 | 0.10 | -2.49 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.15 | 0.09 | 12.48 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.04 | 0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.03 | 0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.00 | 0.00 | 27.65 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.07 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.03 | 0.00 | 36.67 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.91 | 0.01 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.03 | 0.00 | -9.48 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.05 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.01 | 0.00 | -14.20 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.11 | 0.00 | 38.28 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.06 | 0.01 | 11.30 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.02 | 0.00 | 12.84 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.08 | 0.00 | -24.10 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.07 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.01 | 0.00 | -6.79 | 0.00*** |
| Dev. normal) . MIGRADE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -740.0028467157593
--------------------------------------------------------------------------------
bic: 1678.68
--------------------------------------------------------------------------------
MSE: 271.53
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.02 | 0.51 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.50 | 0.19 | -2.70 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.07 | 0.10 | -0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.01 | 0.03 | -0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.03 | 2.71 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.01 | 0.01 | -0.93 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.22 | 0.11 | -2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.04 | -0.55 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.33 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.03 | 0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.01 | 0.07 | -0.17 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.32 | 0.07 | -4.49 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.28 | 0.10 | 2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.03 | 0.26 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.02 | 0.08 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.22 | 0.32 | 0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.28 | 0.20 | -1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.12 | 0.24 | -4.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.13 | 0.07 | 1.83 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.31 | 0.06 | 4.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.12 | 0.22 | 0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.03 | 1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.26 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.01 | 0.00 | 3.95 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.09 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.14 | 0.00 | 42.58 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.01 | 0.00 | 5.67 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.01 | 0.00 | -2.37 | 0.02* |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.06 | 0.00 | -13.59 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.14 | 0.00 | -41.10 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.04 | 0.00 | -18.78 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | log | 0.10 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| DOUBLE (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | no | 1.13 | 0.13 | 8.77 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | no | -0.01 | 0.05 | -0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 0 | | -0.01 | 0.02 | -0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | | -0.04 | 0.02 | -2.05 | 0.04* |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -802.8537763194032
--------------------------------------------------------------------------------
bic: 1764.62
--------------------------------------------------------------------------------
MSE: 386.05
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.72 | 0.71 | -1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.09 | 0.21 | -0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | 0.02 | 0.02 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.04 | 0.06 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.01 | 0.01 | 0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.24 | 0.10 | 2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.10 | 0.04 | -2.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.73 | 0.14 | 5.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.26 | 0.12 | -2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.53 | 0.08 | 6.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.06 | 0.03 | 1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.46 | 0.08 | -5.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.01 | 0.08 | -0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.78 | 0.17 | -4.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.47 | 0.16 | -2.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.03 | 0.16 | 0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.19 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | -0.23 | 0.00 | -50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.19 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.00 | 0.00 | -3.44 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.02 | 0.00 | 36.44 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.04 | 0.00 | 9.23 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.52 | 0.01 | 49.16 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.06 | 0.00 | -20.75 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.28 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.18 | 0.00 | -47.77 | 0.00*** |
| tn_normal) . INCLANES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.26 | 0.01 | 24.03 | 0.00*** |
| Dev. uniform) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.54 | 0.01 | 50.00 | 0.00*** |
| Dev. uniform) . SPEED | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -728.8964006922813
--------------------------------------------------------------------------------
bic: 1622.60
--------------------------------------------------------------------------------
MSE: 527.88
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.18 | 0.45 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.09 | 0.10 | 10.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.41 | 0.18 | -2.28 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.00 | 0.03 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.02 | 2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.13 | 0.12 | -1.12 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.19 | 0.08 | 2.22 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.21 | 0.17 | 1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.04 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.29 | 0.10 | -2.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.14 | 0.05 | 2.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.18 | 0.11 | 1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.23 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.32 | 0.40 | -0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.00 | 0.01 | -0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.12 | 0.07 | -1.68 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.03 | 0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.21 | 0.07 | 3.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.32 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.02 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.01 | 0.00 | -7.95 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.03 | 0.01 | 3.73 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.05 | 0.00 | -14.86 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.15 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | no | 0.43 | 0.01 | 50.00 | 0.00*** |
| Dev. normal) . MEDWIDTH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group 0 | no | -0.00 | 0.05 | -0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE: hetro group 0 | log | -0.10 | 0.03 | -2.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -1.27 | 0.42 | -3.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group | | -0.06 | 0.01 | -7.65 | 0.00*** |
| 0:normal:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -739.4611971787403
--------------------------------------------------------------------------------
bic: 1661.91
--------------------------------------------------------------------------------
MSE: 228.23
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.53 | 0.45 | -1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.09 | 0.10 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.06 | 0.04 | 1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.25 | 0.17 | 1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.35 | 0.22 | 1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.06 | 0.07 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.17 | 0.08 | 2.19 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 1.60 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.97 | 0.62 | -1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.09 | 0.07 | 1.22 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.07 | 0.07 | 0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.43 | 0.29 | -1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.06 | -1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.31 | 0.33 | 0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.80 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.11 | 0.12 | 9.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.33 | 0.54 | -2.45 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.01 | 0.01 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.08 | 0.09 | -0.91 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.12 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.02 | 0.00 | 14.34 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.08 | 0.00 | 18.81 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.03 | 0.00 | -17.04 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.83 | 0.01 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.05 | 0.00 | 23.99 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.03 | 0.00 | 21.24 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.06 | 0.00 | 21.21 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.30 | 0.00 | 50.00 | 0.00*** |
| normal) . LENGTH (Std. | | | | | |
| Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.06 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.11 | 0.01 | 19.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| SPEED (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.04 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.14 | 0.00 | 30.52 | 0.00*** |
| Dev. normal) . SPEED | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.12 | 0.01 | -11.01 | 0.00*** |
| Dev. normal) . GRADEBR | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -737.8102801892982
--------------------------------------------------------------------------------
bic: 1628.14
--------------------------------------------------------------------------------
MSE: 4771.34
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.52 | 1.25 | -2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.94 | 0.09 | 10.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.52 | 0.11 | -4.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.27 | 0.12 | 2.24 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.04 | 0.12 | -0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.19 | 0.21 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.09 | 1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.00 | 0.02 | -0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.10 | 0.05 | 1.79 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.33 | 0.13 | 2.44 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.20 | 0.17 | -1.19 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.03 | 0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.06 | 0.08 | 0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | -0.20 | 0.26 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.03 | 0.04 | -0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.64 | 0.10 | -6.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.08 | 0.00 | -35.14 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.02 | 0.00 | 7.25 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.01 | 0.00 | 3.03 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -1.12 | 0.01 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.01 | 0.00 | -3.40 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.04 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.75 | 0.01 | -50.00 | 0.00*** |
| Dev. uniform) . FC | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.01 | 0.00 | -5.85 | 0.00*** |
| Dev. normal) . FC (Std. | | | | | |
| Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.30 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . PEAKHR | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.06 | 0.01 | 11.42 | 0.00*** |
| Dev. tn_normal) . FC | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.43 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| PEAKHR (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 7.44 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MEDWIDTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -766.1960593485652
--------------------------------------------------------------------------------
bic: 1691.31
--------------------------------------------------------------------------------
MSE: 337.43
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.10 | 0.28 | -7.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 1.14 | 0.11 | 9.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.63 | 0.16 | -4.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.06 | 0.05 | 1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.52 | 0.11 | -4.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.05 | 0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 1.93 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.03 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.05 | 1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.03 | 2.47 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.37 | 0.14 | -2.57 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.15 | 0.09 | 1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.59 | 0.03 | -18.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.05 | 0.04 | 1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.03 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.10 | 0.00 | -31.33 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.00 | 0.00 | 0.87 | 0.38 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.02 | 0.00 | -7.56 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.15 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.05 | 0.00 | 26.89 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.01 | 0.00 | 4.25 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.00 | 0.00 | -0.50 | 0.62 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.07 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . FC | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.01 | 0.00 | -4.91 | 0.00*** |
| Dev. normal) . FC (Std. | | | | | |
| Dev. tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | no | 0.01 | 0.00 | 4.21 | 0.00*** |
| Dev. normal) . MEDWIDTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | no | -0.07 | 0.11 | -0.62 | 0.53 |
| 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 0 | | 0.13 | 0.03 | 4.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | -0.06 | 0.03 | -1.78 | 0.08. |
| 0:lm_normal:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -738.1414158156556
--------------------------------------------------------------------------------
bic: 1641.09
--------------------------------------------------------------------------------
MSE: 440.34
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.10 | 0.47 | -0.21 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.32 | 0.13 | 10.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.21 | 0.19 | -1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.13 | 0.20 | -0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.11 | 0.08 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.59 | 0.12 | 4.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.19 | 0.14 | -1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.03 | 0.08 | -0.34 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -2.22 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.50 | 0.53 | -0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.01 | 0.22 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.06 | 0.08 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.32 | 0.19 | -1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.06 | 1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.22 | 0.06 | 3.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.34 | 0.10 | -3.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.02 | 3.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.18 | 0.41 | -2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.04 | 0.00 | 10.27 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.01 | 0.00 | 10.30 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.22 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.05 | 0.01 | 10.26 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.08 | 0.00 | 31.31 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.58 | 0.01 | 50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.12 | 0.01 | 24.30 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.08 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.11 | 0.00 | -45.52 | 0.00*** |
| Dev. triangular) . URB | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.02 | 0.00 | 15.01 | 0.00*** |
| Dev. lm_normal) . URB | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.05 | 0.00 | 23.65 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXGRADE (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -730.4697565711194
--------------------------------------------------------------------------------
bic: 1642.93
--------------------------------------------------------------------------------
MSE: 639.74
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.57 | 0.81 | -0.70 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.29 | 0.10 | -2.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.05 | 0.03 | 1.39 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.01 | 0.05 | 0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.38 | 0.24 | -1.58 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.17 | 0.08 | 2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.00 | 0.02 | 0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.11 | 0.25 | -0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.02 | 0.01 | -2.27 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.04 | 0.05 | 0.65 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.07 | 2.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.91 | 0.11 | 8.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.40 | 0.25 | -5.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.22 | 0.11 | -2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.08 | 0.07 | 1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.04 | 0.05 | 0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.02 | -1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -2.80 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.01 | 0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.15 | 0.20 | 0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.17 | 0.23 | 0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.00 | 0.00 | -3.86 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.02 | 0.00 | -13.48 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.13 | 0.01 | -20.09 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.00 | 0.00 | 3.03 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.05 | 0.01 | 8.97 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.00 | 0.91 | 0.36 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.01 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -3.68 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -1.84 | 0.01 | -50.00 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.01 | 0.00 | 4.36 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 1.01 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . TRAIN | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.2952957758783
--------------------------------------------------------------------------------
bic: 1676.58
--------------------------------------------------------------------------------
MSE: 246.53
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.16 | 0.39 | -0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.03 | 0.12 | 8.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.16 | 0.28 | -0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.04 | 0.06 | -0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.25 | 0.44 | -0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.09 | 0.06 | -1.63 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | 0.02 | 0.27 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.02 | 0.06 | -0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.03 | -0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.02 | 0.05 | -0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.20 | 0.11 | -1.73 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.09 | 1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.02 | 0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.04 | 1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.22 | 0.08 | 2.60 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.24 | 0.25 | -0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.22 | 0.15 | -1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.06 | -0.03 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.15 | 0.31 | -3.69 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.52 | 0.61 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.02 | 0.01 | 1.94 | 0.05. |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.40 | 0.02 | 23.30 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.42 | 0.03 | 15.89 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.01 | 0.01 | -0.97 | 0.33 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.01 | 0.00 | 2.48 | 0.01* |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.61 | 0.02 | 36.19 | 0.00*** |
| uniform) . INCLANES | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.18 | 0.01 | -17.30 | 0.00*** |
| Dev. normal) . INCLANES | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.19 | 0.01 | -21.92 | 0.00*** |
| Dev. normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.06 | 0.01 | -5.20 | 0.00*** |
| Dev. triangular) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.00 | 0.00 | -0.09 | 0.93 |
| Dev. triangular) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.00 | 0.00 | -1.15 | 0.25 |
| Dev. triangular) . | | | | | |
| MIGRADE (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.79 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -727.2239315074299
--------------------------------------------------------------------------------
bic: 1598.18
--------------------------------------------------------------------------------
MSE: 4768.83
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.57 | 0.72 | -0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.94 | 0.09 | 10.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.26 | 0.21 | -1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.36 | 0.12 | 3.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.25 | 0.11 | -2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.04 | -1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | 0.13 | 0.16 | 0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.02 | 1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.17 | 0.05 | 3.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.29 | 0.18 | -1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.22 | 0.09 | -2.35 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | -0.01 | 0.03 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.26 | 0.24 | -5.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.02 | 0.08 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.25 | 0.07 | -3.63 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.47 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.05 | 0.00 | -12.06 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.00 | 0.00 | -0.76 | 0.45 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.02 | 0.00 | 25.90 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.05 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.04 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | no | 0.05 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . CURVES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | no | 0.03 | 0.02 | 1.39 | 0.17 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 0 | | 0.03 | 0.05 | 0.56 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | -0.11 | 0.01 | -8.18 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -765.2092584501905
--------------------------------------------------------------------------------
bic: 1709.91
--------------------------------------------------------------------------------
MSE: 920.36
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.08 | 0.51 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.43 | 0.16 | -2.68 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.31 | 0.33 | -0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.03 | 0.89 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.07 | 0.02 | 4.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.83 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.76 | 0.23 | -3.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.98 | 0.40 | -2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -1.93 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.44 | 0.07 | 6.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.72 | 0.12 | 5.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.72 | 0.33 | -2.19 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.26 | 0.09 | -2.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.09 | 0.04 | -2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.56 | 0.22 | 2.55 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.06 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.13 | 0.06 | 2.17 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.21 | 0.24 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.40 | 0.07 | 5.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.08 | 0.02 | 4.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.19 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.82 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.01 | 0.00 | 6.27 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.04 | 0.00 | -20.04 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.13 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.14 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.04 | 0.01 | 4.01 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.24 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.01 | 0.00 | 7.73 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.16 | 0.01 | -21.31 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| SINGLE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.06 | 0.00 | 38.65 | 0.00*** |
| Dev. uniform) . SINGLE | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.08 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . GRADEBR | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -737.4012868211094
--------------------------------------------------------------------------------
bic: 1634.72
--------------------------------------------------------------------------------
MSE: 329.40
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.10 | 0.54 | -0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.34 | 0.12 | 10.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.02 | 0.03 | -0.62 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.11 | 0.30 | -0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.28 | 0.11 | -2.56 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.00 | 0.01 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.03 | 0.04 | -0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.20 | 0.31 | -3.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -4.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.05 | 1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.13 | 0.06 | 2.30 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.27 | 0.10 | 2.67 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.11 | 0.18 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.28 | 0.18 | -1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.56 | 0.16 | 3.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.06 | 0.07 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.78 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.74 | 0.29 | -2.58 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.10 | -1.93 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.17 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.02 | 0.00 | -6.79 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -4.79 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.00 | 0.00 | 1.18 | 0.24 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.01 | 0.00 | -11.35 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.06 | 0.00 | 50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.38 | 0.01 | 38.99 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.55 | 0.01 | 50.00 | 0.00*** |
| triangular) . WIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -730.797896498606
--------------------------------------------------------------------------------
bic: 1629.40
--------------------------------------------------------------------------------
MSE: 1130.24
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.36 | 1.01 | -0.35 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.98 | 0.10 | 9.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.21 | 0.25 | 0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.25 | 0.14 | -1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.04 | 0.06 | -0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.07 | 0.29 | 0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.01 | 0.08 | -0.08 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.77 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.30 | 0.29 | -1.01 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.99 | 0.54 | -1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.09 | 2.23 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.11 | 0.12 | 0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.98 | 0.57 | -1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.07 | -0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.03 | 1.30 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.61 | 0.25 | -2.44 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.15 | 0.09 | 1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.00 | 0.00 | 0.06 | 0.95 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | 0.00 | 0.00 | 0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.00 | 0.00 | 0.43 | 0.67 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | -0.50 | 0.01 | -42.42 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.07 | 0.01 | -8.68 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.00 | 0.23 | 0.82 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.42 | 0.01 | 50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.01 | 0.00 | -36.82 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.00 | 9.16 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 3.94 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -760.7443015285153
--------------------------------------------------------------------------------
bic: 1675.01
--------------------------------------------------------------------------------
MSE: 1816.73
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.32 | 0.79 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 3.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.22 | 0.10 | -2.22 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.00 | 0.04 | -0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | 0.08 | 0.19 | 0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.24 | 0.07 | 3.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.02 | 0.00 | -5.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.34 | 0.05 | 7.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.23 | 0.08 | 2.78 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.20 | 0.01 | 14.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.47 | 0.20 | 2.38 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.03 | 0.06 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.50 | 0.29 | -1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.31 | 0.28 | -4.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.23 | 0.05 | 4.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.00 | 0.00 | -4.38 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.12 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.28 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.72 | 0.02 | -34.15 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.15 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.00 | 0.00 | -0.32 | 0.75 |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.78 | 0.02 | 35.91 | 0.00*** |
| Dev. normal) . WIDTH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.60 | 0.01 | -50.00 | 0.00*** |
| lm_normal) . WIDTH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | no | -0.56 | 0.00 | -50.00 | 0.00*** |
| lm_normal) . FRICTION | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | arcsinh | -0.20 | 0.14 | -1.43 | 0.15 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH: hetro group 0 | no | -0.27 | 0.08 | -3.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE: hetro group 0 | | -0.07 | 0.02 | -3.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | 0.00 | 0.01 | 0.18 | 0.86 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.6522024003434
--------------------------------------------------------------------------------
bic: 1643.43
--------------------------------------------------------------------------------
MSE: 300.25
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.45 | 0.28 | -1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.80 | 0.11 | 7.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.05 | 0.03 | -1.88 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.51 | 0.14 | 3.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.12 | -1.33 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.09 | 0.24 | 0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.20 | 0.11 | -1.81 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.09 | 0.16 | 0.55 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.11 | 0.08 | 1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.54 | 0.25 | -6.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.06 | 1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.07 | 2.54 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.21 | 0.20 | -1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.29 | 0.20 | -1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.33 | 0.08 | -4.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.12 | 0.08 | 1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.11 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.18 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.11 | 0.00 | 29.28 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.02 | 0.00 | -5.57 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.00 | 0.00 | -1.30 | 0.20 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | no | 0.05 | 0.01 | 6.22 | 0.00*** |
| Dev. normal) . GRADEBR | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRADE: hetro | no | 0.03 | 0.01 | 2.28 | 0.02* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 0 | | -0.00 | 0.02 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRADE: hetro | | -0.05 | 0.01 | -3.57 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -757.7287768688
--------------------------------------------------------------------------------
bic: 1676.37
--------------------------------------------------------------------------------
MSE: 5133.50
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.72 | 0.82 | -0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.35 | 0.17 | -2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.02 | 0.03 | -0.64 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.06 | 0.65 | -0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.03 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.06 | 0.18 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.05 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.02 | 0.02 | 1.01 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.52 | 0.18 | -2.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.10 | 0.04 | 2.71 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.37 | 0.50 | -2.74 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.05 | 0.07 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.34 | 0.18 | -1.92 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.02 | 2.24 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.11 | 0.05 | 2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.14 | 0.03 | 5.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.26 | 0.06 | 4.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.49 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.10 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.04 | 0.00 | -36.73 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.09 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.03 | 0.00 | -18.14 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | arcsinh | 0.34 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRDIFF: hetro | arcsinh | 0.08 | 0.08 | 0.97 | 0.33 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT: hetro group 0 | arcsinh | 0.07 | 0.09 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | no | 0.26 | 0.07 | 3.56 | 0.00*** |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 1 | | 0.07 | 0.01 | 4.81 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRDIFF: hetro | | -0.30 | 0.04 | -7.22 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | | 0.14 | 0.03 | 5.05 | 0.00*** |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -729.3766814087188
--------------------------------------------------------------------------------
bic: 1612.77
--------------------------------------------------------------------------------
MSE: 283.41
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.55 | 0.23 | -6.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.13 | 0.09 | 13.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.06 | 0.02 | -2.52 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.07 | 0.14 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.01 | 0.01 | 0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.02 | 3.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.00 | 0.01 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.05 | 4.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | 0.03 | 0.05 | 0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.06 | 0.15 | -0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -1.26 | 0.12 | -10.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.52 | 0.13 | 4.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.03 | 0.05 | 0.65 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.01 | 0.13 | -0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.24 | 0.06 | -3.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.15 | 0.00 | 41.57 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | -0.07 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.14 | 0.00 | -41.57 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.02 | 0.00 | 48.53 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.05 | 0.00 | 10.43 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.48 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.19 | 0.01 | -37.44 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | no | -0.48 | 0.00 | -50.00 | 0.00*** |
| uniform) . DECLANES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | no | 0.02 | 0.02 | 1.06 | 0.29 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -0.04 | 0.01 | -4.69 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | -0.00 | 0.00 | -0.90 | 0.37 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -732.940417584334
--------------------------------------------------------------------------------
bic: 1647.37
--------------------------------------------------------------------------------
MSE: 342.83
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.57 | 0.41 | -3.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.11 | 0.09 | -1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.24 | 0.10 | 2.47 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.31 | 0.09 | -3.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.03 | 0.07 | -0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.04 | 0.05 | 0.73 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.06 | 3.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.13 | 0.10 | 1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.15 | 0.13 | 8.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.57 | 0.23 | -2.48 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.35 | 0.19 | 1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.08 | 0.07 | 1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.03 | 0.04 | -0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -3.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.04 | 0.05 | -0.73 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.02 | 0.01 | -1.85 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.12 | 0.16 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.54 | 0.07 | -7.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.11 | 0.00 | 36.12 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.00 | 0.00 | -1.01 | 0.32 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.05 | 0.00 | 16.94 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.07 | 0.00 | -21.53 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.00 | 0.01 | -0.10 | 0.92 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.00 | 0.00 | 32.96 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.25 | 0.01 | 42.05 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.04 | 0.00 | -50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.02 | 0.02 | -1.24 | 0.22 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.02 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.45 | 0.01 | 47.50 | 0.00*** |
| Dev. uniform) . SPEED | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.28 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . SPEED | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.02 | 0.00 | 7.16 | 0.00*** |
| Dev. normal) . ACCESS | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -747.1087895777121
--------------------------------------------------------------------------------
bic: 1659.63
--------------------------------------------------------------------------------
MSE: 264.58
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.16 | 0.36 | -0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.01 | 0.39 | 0.02 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.01 | 0.09 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.04 | 1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.13 | 0.27 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.46 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.03 | 0.13 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.20 | 0.20 | -1.03 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.26 | 0.10 | 2.69 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.19 | 0.17 | 1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.24 | 0.20 | 6.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.09 | 0.26 | -4.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.13 | 0.11 | 1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.14 | 0.15 | -0.91 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.05 | 0.10 | 0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.33 | 0.02 | -16.61 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.05 | 0.01 | 4.13 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.00 | 0.01 | -0.07 | 0.94 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.00 | 0.00 | -3.02 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.00 | 0.01 | -0.34 | 0.73 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.01 | 0.01 | 0.97 | 0.33 |
| Dev. normal) . WIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | -0.17 | 0.29 | -0.59 | 0.56 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | no | -0.00 | 0.06 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group 1 | no | -0.05 | 0.07 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 1 | no | -0.02 | 0.06 | -0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 1 | arcsinh | -0.26 | 0.14 | -1.91 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | 0.06 | 0.04 | 1.53 | 0.13 |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group | | -0.02 | 0.09 | -0.25 | 0.81 |
| 1:triangular:sd hetro | | | | | |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.34 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -735.3474461915579
--------------------------------------------------------------------------------
bic: 1631.11
--------------------------------------------------------------------------------
MSE: 6386.97
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.30 | 0.35 | -0.85 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.28 | 0.16 | 8.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.00 | 0.03 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.11 | 0.11 | 1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.75 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.18 | 0.07 | 2.71 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.06 | 1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.05 | 3.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.23 | 0.10 | 2.39 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.04 | 0.03 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.00 | 0.02 | -0.01 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.75 | 0.24 | -3.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.09 | -1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.39 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.03 | 0.00 | 17.98 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.02 | 0.00 | -6.59 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.07 | 0.00 | -50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.41 | 0.01 | -44.59 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | arcsinh | 0.08 | 0.00 | 16.89 | 0.00*** |
| uniform) . WIDTH (Std. | | | | | |
| Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | no | 0.22 | 0.17 | 1.25 | 0.21 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | no | -0.00 | 0.04 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | arcsinh | -0.02 | 0.01 | -1.72 | 0.09. |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 1 | arcsinh | -0.19 | 0.10 | -1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | no | -0.86 | 0.32 | -2.73 | 0.01* |
| group 2 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS: hetro group 2 | | -0.39 | 0.18 | -2.17 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | 0.21 | 0.02 | 12.73 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | | -0.01 | 0.01 | -0.97 | 0.33 |
| group 1:normal:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | | 0.02 | 0.02 | 1.44 | 0.15 |
| group 2:uniform:sd | | | | | |
| hetro group 2 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -787.1967982404193
--------------------------------------------------------------------------------
bic: 1731.31
--------------------------------------------------------------------------------
MSE: 1225.26
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.11 | 0.19 | -5.78 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.05 | 0.09 | -0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.15 | 0.04 | -3.78 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.09 | 0.02 | 5.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.09 | 0.04 | 2.38 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.10 | 0.11 | 0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.12 | 0.03 | 4.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.00 | 0.09 | -0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.03 | 0.06 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.59 | 0.05 | 12.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -2.02 | 0.14 | -14.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | 0.21 | 0.16 | 1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.20 | 0.12 | 1.67 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -6.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.01 | 0.00 | 32.01 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.11 | 0.00 | 24.36 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.14 | 0.00 | 31.77 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.07 | 0.00 | 33.14 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.01 | 0.01 | 1.95 | 0.05. |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.75 | 0.01 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.10 | 0.01 | 16.93 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.10 | 0.01 | 9.03 | 0.00*** |
| Dev. normal) . WIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.11 | 0.01 | -20.54 | 0.00*** |
| uniform) . WIDTH (Std. | | | | | |
| Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.00 | 0.00 | 31.92 | 0.00*** |
| uniform) . SINGLE (Std. | | | | | |
| Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.27 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.02 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . SINGLE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . TRAIN | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -748.3919756255511
--------------------------------------------------------------------------------
bic: 1660.59
--------------------------------------------------------------------------------
MSE: 302.61
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.19 | 0.56 | -0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.81 | 0.12 | 7.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.11 | 0.03 | -3.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.21 | 0.11 | -1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.03 | -2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.04 | -0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.01 | 0.08 | 0.13 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.06 | 1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.06 | 0.03 | 2.03 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.06 | 0.13 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.52 | 0.12 | 4.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.05 | 0.07 | 0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.02 | 4.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.02 | 1.36 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.35 | 0.07 | -4.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.07 | 3.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.20 | 0.07 | -2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.32 | 0.26 | -5.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.36 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.12 | 0.00 | 40.98 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.02 | 0.00 | -9.53 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.04 | 0.00 | 22.60 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.04 | 0.00 | 45.06 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.10 | 0.00 | -41.16 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -4.56 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.26 | 0.00 | 50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.06 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.39 | 0.01 | -50.00 | 0.00*** |
| Dev. tn_normal) . WIDTH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.7315419314319
--------------------------------------------------------------------------------
bic: 1662.67
--------------------------------------------------------------------------------
MSE: 287.97
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.16 | 0.62 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.13 | 0.13 | 8.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.12 | 0.20 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.02 | 0.03 | 0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.02 | 2.49 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.22 | 0.10 | -2.22 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.04 | -0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.03 | 0.21 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.03 | 3.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.02 | 1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.19 | 0.15 | -1.33 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.31 | 0.06 | 5.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.34 | 0.11 | 3.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.33 | 0.20 | -1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.07 | 0.22 | -4.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.03 | 1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.04 | 0.43 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.39 | 0.07 | -5.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.13 | 0.07 | 2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.00 | 0.02 | -0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.21 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.05 | 0.00 | -26.47 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.07 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.01 | 0.00 | 14.92 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.06 | 0.00 | 25.58 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -0.02 | 0.98 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.01 | 0.00 | -9.44 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -735.6072070508033
--------------------------------------------------------------------------------
bic: 1630.63
--------------------------------------------------------------------------------
MSE: 5169.64
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.44 | 0.25 | -1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.52 | 0.17 | -3.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.04 | 0.04 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.04 | 0.13 | 0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.04 | 0.03 | -1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 2.83 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.52 | 0.21 | -7.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.14 | 0.05 | 3.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.08 | 0.10 | -0.80 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.05 | 0.06 | -0.73 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | -0.06 | 0.08 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.01 | 0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.03 | 0.07 | 14.69 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.10 | 0.03 | 2.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.40 | 0.11 | -3.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.16 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.04 | 0.01 | -6.35 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.02 | 0.00 | 8.46 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 1.37 | 0.17 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.10 | 0.00 | -46.19 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | -0.01 | 0.00 | -9.05 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.66 | 0.00 | 50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.09 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.07 | 0.01 | 12.85 | 0.00*** |
| normal) . LENGTH (Std. | | | | | |
| Dev. tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | no | 0.14 | 0.01 | 21.50 | 0.00*** |
| normal) . MXMEDSH (Std. | | | | | |
| Dev. tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group 0 | no | -0.09 | 0.05 | -1.85 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN: hetro group 0 | no | 0.06 | 0.08 | 0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | | 0.03 | 0.02 | 1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group | | -0.05 | 0.01 | -4.91 | 0.00*** |
| 0:normal:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -741.1957758423289
--------------------------------------------------------------------------------
bic: 1652.09
--------------------------------------------------------------------------------
MSE: 248.87
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.55 | 0.32 | -1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.97 | 0.09 | 10.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.31 | 0.09 | -3.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | 0.02 | 0.05 | 0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.03 | 0.04 | -0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.02 | 1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 3.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.41 | 0.12 | -3.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.46 | 0.16 | -8.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.05 | 1.68 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.49 | 0.12 | -4.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.48 | 0.17 | -2.79 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.06 | 0.09 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.14 | 0.05 | 2.70 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.03 | 0.00 | -6.78 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.10 | 0.00 | 29.40 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.07 | 0.00 | 21.29 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.23 | 0.00 | 47.12 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.08 | 0.00 | -33.23 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.04 | 0.01 | -4.87 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.15 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.03 | 0.00 | 6.48 | 0.00*** |
| lm_normal) . INCLANES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.19 | 0.00 | -48.09 | 0.00*** |
| Dev. uniform) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.03 | 0.00 | 10.78 | 0.00*** |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.18 | 0.01 | 32.04 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.11 | 0.00 | -40.21 | 0.00*** |
| Dev. lm_normal) . WIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.03 | 0.01 | -5.03 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| CURVES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -752.5446915174506
--------------------------------------------------------------------------------
bic: 1659.61
--------------------------------------------------------------------------------
MSE: 307.45
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.22 | 0.28 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.14 | 0.17 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.16 | 0.02 | -6.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.69 | 0.13 | 5.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.11 | 0.04 | -3.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.03 | 0.05 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.04 | 0.11 | 0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.19 | 0.17 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.30 | 0.09 | -3.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.31 | 0.06 | 5.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.14 | 0.11 | 10.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.02 | 0.17 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.00 | 0.08 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.15 | 0.05 | 2.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.35 | 0.23 | -1.54 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.25 | 0.27 | -4.59 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.00 | 0.00 | -1.51 | 0.13 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.22 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.01 | 0.00 | 21.69 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -1.88 | 0.06. |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.00 | 0.00 | 1.28 | 0.20 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.03 | 0.00 | -17.57 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 1.10 | 0.01 | 50.00 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.19 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -1.32 | 0.02 | -50.00 | 0.00*** |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -762.584979276407
--------------------------------------------------------------------------------
bic: 1683.59
--------------------------------------------------------------------------------
MSE: 228.98
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.76 | 0.23 | -12.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.08 | 0.17 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.01 | 0.08 | -0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.11 | 0.10 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.44 | 0.14 | -3.22 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.05 | 0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.03 | 2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.05 | 0.02 | 2.03 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.26 | 0.09 | 3.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.75 | 0.12 | 6.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.22 | 0.13 | -1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | -0.02 | 0.02 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.13 | 0.13 | 0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.09 | 0.09 | 0.95 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.01 | 0.02 | 0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.11 | 0.15 | -0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.55 | 0.07 | -8.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.13 | 0.07 | -1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.07 | 0.20 | -0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.07 | 0.00 | 38.14 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.04 | 0.00 | -13.49 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.01 | 0.00 | 8.67 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.02 | 0.00 | 15.81 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.06 | 0.00 | 38.49 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.00 | 3.06 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.24 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.34 | 0.01 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.16 | 0.00 | 43.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -765.4431733919768
--------------------------------------------------------------------------------
bic: 1674.62
--------------------------------------------------------------------------------
MSE: 671.03
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.23 | 0.54 | 0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.18 | 0.02 | 8.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.08 | 0.10 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.05 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.06 | 0.14 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.13 | 0.37 | 0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.04 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.02 | 0.02 | 0.93 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.48 | 0.12 | -4.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.31 | 0.05 | 6.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.38 | 0.17 | 2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.31 | 0.16 | 2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.00 | 0.23 | 0.01 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.04 | 0.05 | -0.70 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.98 | 0.34 | -2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.06 | 1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.55 | 0.11 | -5.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.01 | 0.00 | -4.81 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.26 | 0.01 | 39.34 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.11 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.13 | 0.01 | 20.35 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -2.59 | 0.01* |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.22 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.0682493449513
--------------------------------------------------------------------------------
bic: 1644.66
--------------------------------------------------------------------------------
MSE: 224.97
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.79 | 0.41 | -1.96 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.94 | 0.12 | 8.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.01 | 0.15 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -1.03 | 0.22 | -4.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.01 | 0.03 | 0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.04 | -1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.21 | 0.23 | -0.91 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.08 | 0.04 | -2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.01 | 1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.04 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.03 | 2.75 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.01 | 0.08 | -0.12 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.21 | 0.05 | 3.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.03 | 2.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.14 | 0.09 | 1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.00 | 0.02 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.10 | 0.18 | -0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.35 | 0.08 | -4.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.29 | 0.12 | -2.48 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.30 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.07 | 0.00 | 38.32 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.00 | 0.00 | 2.96 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.00 | 0.00 | 3.22 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.01 | 0.00 | 5.72 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.13 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 1.11 | 0.01 | 50.00 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.00 | 0.00 | -2.61 | 0.01* |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.00 | 0.00 | 1.10 | 0.27 |
| Dev. normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -742.1664164526775
--------------------------------------------------------------------------------
bic: 1651.64
--------------------------------------------------------------------------------
MSE: 236.18
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.55 | 0.57 | -0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.17 | -0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.04 | 1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.01 | 0.14 | 0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.23 | 0.23 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.44 | 0.14 | -3.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.04 | 0.14 | 7.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.20 | 0.28 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.04 | 1.67 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.04 | 0.02 | -1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.14 | 0.08 | 1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.09 | 2.67 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.21 | 0.18 | 1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.70 | 0.35 | -1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.03 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.26 | 0.01 | 29.14 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.02 | 0.01 | -2.81 | 0.01* |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.01 | 0.00 | 2.18 | 0.03* |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.00 | 0.00 | -0.48 | 0.63 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.00 | 0.01 | 0.66 | 0.51 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.03 | 0.01 | 4.62 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.02 | 0.01 | 2.50 | 0.01* |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.01 | 0.00 | -3.07 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.00 | 0.00 | 0.31 | 0.76 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.00 | 0.00 | 1.48 | 0.14 |
| Dev. lm_normal) . WIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | no | 0.03 | 0.36 | 0.07 | 0.94 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | arcsinh | 0.23 | 0.21 | 1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | arcsinh | -0.33 | 0.21 | -1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | | -0.04 | 0.02 | -2.31 | 0.02* |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.85 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -749.6259844524894
--------------------------------------------------------------------------------
bic: 1647.88
--------------------------------------------------------------------------------
MSE: 224.00
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.94 | 0.17 | -17.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.03 | 0.04 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.01 | 0.04 | 0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.38 | 0.16 | -2.40 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.56 | 0.25 | -2.27 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.38 | 0.17 | 2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.00 | 0.02 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.02 | 3.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.03 | 1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.03 | 0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.10 | -0.17 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.03 | 0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.35 | 0.18 | -1.95 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.03 | 2.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.30 | 0.12 | -2.62 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.07 | 1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.26 | 0.06 | 4.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.05 | 0.15 | 6.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.48 | 0.04 | -12.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.09 | 0.00 | 49.99 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.04 | 0.00 | -11.58 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.02 | 0.00 | -14.23 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.91 | 0.01 | -50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.09 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.26 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -769.570384607525
--------------------------------------------------------------------------------
bic: 1710.84
--------------------------------------------------------------------------------
MSE: 1853.05
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.26 | 0.13 | -2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.21 | 0.02 | 9.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.16 | 0.04 | -4.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.04 | 0.21 | -0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.00 | 0.05 | -0.06 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.05 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.01 | 0.04 | 0.22 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.02 | 0.02 | 1.22 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.29 | 0.09 | 3.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | -0.07 | 0.16 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.62 | 0.16 | 3.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.91 | 0.32 | -2.83 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 2.83 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.04 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.94 | 0.37 | -2.52 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.02 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.51 | 0.12 | -4.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.05 | -1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.46 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.06 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.01 | 0.00 | 15.57 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.15 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 0.06 | 0.95 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.42 | 0.01 | 44.35 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.00 | 0.00 | 3.13 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | no | 0.07 | 0.00 | 50.00 | 0.00*** |
| normal) . URB (Std. | | | | | |
| Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | no | -0.42 | 0.22 | -1.96 | 0.05. |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 0 | | 0.09 | 0.06 | 1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | | -0.34 | 0.05 | -6.25 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -729.0415084231621
--------------------------------------------------------------------------------
bic: 1612.60
--------------------------------------------------------------------------------
MSE: 192.94
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.65 | 0.81 | -0.80 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.31 | 0.10 | -3.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.24 | 0.18 | -1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.25 | 0.10 | 2.58 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.01 | 0.02 | 0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.39 | 0.16 | -2.43 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.03 | -0.00 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.69 | 0.11 | -6.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.02 | 1.96 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.02 | 1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.00 | 0.01 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.18 | 0.05 | 3.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.18 | 0.09 | 1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.06 | 0.01 | 4.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.46 | 0.19 | -7.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.61 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.03 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.01 | 0.00 | -13.34 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -4.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.01 | 0.00 | 3.61 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.14 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.05 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.00 | 0.00 | 0.79 | 0.43 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | arcsinh | 0.04 | 0.00 | 48.72 | 0.00*** |
| Dev. uniform) . MXGRADE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | arcsinh | 0.98 | 0.08 | 11.94 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH: hetro group 0 | no | 0.02 | 0.14 | 0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| FC: hetro group 0 | | -0.03 | 0.04 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | | -0.12 | 0.02 | -6.74 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -757.2734735186054
--------------------------------------------------------------------------------
bic: 1676.96
--------------------------------------------------------------------------------
MSE: 337.64
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.74 | 0.71 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.30 | 0.24 | 5.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.07 | 0.22 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.05 | 0.05 | 1.07 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.06 | 0.16 | -0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.03 | 0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.08 | 0.24 | 0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.70 | 0.45 | -3.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.10 | 0.87 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.06 | 0.14 | 0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.07 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.19 | 0.19 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.03 | -0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.03 | 0.03 | 0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.02 | 0.13 | -0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.04 | 0.06 | -0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.01 | 0.02 | -0.62 | 0.53 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.00 | 0.00 | 1.74 | 0.08. |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -0.26 | 0.80 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.03 | 0.00 | 16.74 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.00 | 0.02 | 0.26 | 0.80 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.00 | 0.00 | -2.05 | 0.04* |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.10 | 0.01 | -8.62 | 0.00*** |
| Dev. uniform) . GRADEBR | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.02 | 0.00 | 5.45 | 0.00*** |
| Dev. normal) . GRADEBR | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.00 | 0.00 | -0.37 | 0.71 |
| Dev. normal) . TANGENT | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group 0 | no | -0.14 | 0.05 | -2.81 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | no | 0.02 | 0.02 | 1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group | | -0.00 | 0.03 | -0.06 | 0.95 |
| 0:triangular:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.03 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -723.7996211374553
--------------------------------------------------------------------------------
bic: 1602.12
--------------------------------------------------------------------------------
MSE: 220.46
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.40 | 0.16 | -2.55 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.19 | 0.10 | -1.92 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.58 | 0.12 | 4.75 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.28 | 0.09 | -3.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.04 | 0.04 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.00 | 0.01 | 0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.03 | 0.05 | -0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.05 | 0.15 | -0.31 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.04 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.05 | 1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.04 | 0.02 | 1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.51 | 0.09 | -5.63 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.04 | -0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -2.83 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.09 | 0.10 | 10.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.30 | 0.21 | -6.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.25 | 0.12 | -2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.01 | 0.00 | 4.25 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.01 | 0.00 | -8.54 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.01 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.06 | 0.01 | 6.86 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.19 | 0.01 | -14.02 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.00 | 0.00 | 0.78 | 0.44 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.62 | 0.03 | -24.36 | 0.00*** |
| normal) . LENGTH (Std. | | | | | |
| Dev. triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.42 | 0.02 | 24.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.13 | 0.01 | 14.44 | 0.00*** |
| Dev. lm_normal) . SPEED | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -729.3233052977075
--------------------------------------------------------------------------------
bic: 1617.06
--------------------------------------------------------------------------------
MSE: 276.83
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.52 | 0.13 | -4.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.51 | 0.10 | -4.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.05 | 0.04 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.59 | 0.13 | 4.48 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.08 | -1.92 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.11 | 0.20 | -0.55 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.02 | 0.08 | 0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 2.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.08 | 0.04 | 1.77 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.24 | 0.05 | 4.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.21 | 0.12 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.83 | 0.10 | 8.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.25 | 0.35 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.02 | 0.01 | 2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.05 | -0.17 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.10 | 0.16 | -0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.01 | -2.42 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.05 | 1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.01 | 0.06 | -0.12 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.84 | 0.23 | -7.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.05 | 0.00 | 13.46 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.07 | 0.00 | -30.89 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.02 | 0.00 | 29.16 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.02 | 0.01 | -4.73 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.03 | 0.01 | -5.21 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.01 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.05 | 0.00 | 13.82 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 1.06 | 0.29 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.01 | 0.00 | 11.09 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.9035857622106
--------------------------------------------------------------------------------
bic: 1645.94
--------------------------------------------------------------------------------
MSE: 272.85
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.44 | 0.41 | -1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.87 | 0.12 | 7.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.03 | 0.06 | -0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.20 | 0.28 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.18 | 0.17 | -1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.07 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.05 | 0.37 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.14 | 0.29 | 0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.08 | -0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.02 | 1.24 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.04 | 0.05 | 0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.24 | 0.09 | 2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.69 | 0.61 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.05 | 0.05 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.10 | 1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.34 | 0.20 | -1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.14 | 0.29 | 0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.23 | 0.14 | -1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.00 | 0.00 | 0.12 | 0.90 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.00 | 0.00 | 0.28 | 0.78 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.00 | 0.01 | 0.12 | 0.91 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -0.70 | 0.48 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | -0.01 | 0.01 | -0.68 | 0.50 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.00 | 0.48 | 0.63 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.00 | 0.72 | 0.47 |
| Dev. normal) . INCLANES | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.11 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.0744660766334
--------------------------------------------------------------------------------
bic: 1653.96
--------------------------------------------------------------------------------
MSE: 375.99
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.62 | 0.35 | -1.76 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.38 | 0.13 | 10.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.32 | 0.20 | -1.63 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.48 | 0.19 | -2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.05 | -0.13 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.03 | 0.07 | 0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.04 | -0.26 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.06 | 0.09 | 0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.10 | 0.02 | 3.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.04 | 0.03 | -1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.05 | 0.08 | 0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.02 | 4.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.04 | 0.07 | -0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.09 | 0.10 | -0.87 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.48 | 0.11 | -4.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.55 | 0.21 | -7.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.10 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.01 | 0.00 | 19.12 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.01 | 0.00 | -3.61 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.02 | 0.00 | -6.78 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.01 | 0.00 | -3.97 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.77 | 0.02 | -50.00 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.41 | 0.01 | 50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.00 | 0.00 | 0.71 | 0.48 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.79 | 0.01 | 50.00 | 0.00*** |
| tn_normal) . SPEED | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 1.70 | 0.03 | 50.00 | 0.00*** |
| Dev. lm_normal) . SPEED | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | arcsinh | 0.05 | 0.00 | 48.96 | 0.00*** |
| Dev. lm_normal) . URB | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | no | 0.00 | 0.17 | 0.00 | 1.00 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS: hetro group 0 | | -0.17 | 0.17 | -1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | | 0.03 | 0.04 | 0.64 | 0.52 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -772.2362846830367
--------------------------------------------------------------------------------
bic: 1711.78
--------------------------------------------------------------------------------
MSE: 215.75
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.54 | 1.42 | -1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -1.69 | 0.76 | -2.22 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.02 | 0.26 | -0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.31 | 0.16 | -1.88 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.19 | 0.39 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.46 | 0.13 | 3.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.06 | 0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.19 | 0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.40 | 0.13 | 3.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | -0.07 | 0.28 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.16 | 0.41 | 0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.48 | 0.85 | 0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.08 | 0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.65 | 0.40 | -1.63 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.05 | 0.08 | -0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.00 | 0.63 | 0.00 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.10 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.09 | 0.06 | 1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.00 | 0.00 | -0.00 | 1.00 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.28 | 0.78 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.00 | 0.00 | 0.05 | 0.96 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.00 | 0.00 | -0.06 | 0.95 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.02 | -0.18 | 0.86 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | -0.03 | 0.03 | -1.11 | 0.27 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.02 | 0.01 | -2.01 | 0.05. |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.00 | 0.01 | -0.30 | 0.77 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.12 | 0.02 | -6.72 | 0.00*** |
| lm_normal) . DECLANES | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.14 | 0.01 | 12.55 | 0.00*** |
| Dev. uniform) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.02 | 0.01 | 1.86 | 0.06. |
| Dev. uniform) . FC | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.74 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -738.4609291877066
--------------------------------------------------------------------------------
bic: 1639.73
--------------------------------------------------------------------------------
MSE: 269.93
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.38 | 0.62 | -2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.10 | 0.09 | 1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.82 | 0.10 | -8.59 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.34 | 0.17 | -2.02 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.06 | 0.19 | -0.31 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.06 | 0.03 | 1.81 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.28 | 0.05 | 5.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.38 | 0.08 | -4.75 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.01 | 0.04 | 0.27 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.10 | 0.02 | 4.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.02 | 0.00 | -6.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.29 | 0.09 | 3.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.01 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.14 | 0.08 | 13.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.07 | 0.06 | 1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.05 | 1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.01 | 0.00 | 6.70 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | -0.00 | 0.00 | -3.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.04 | 0.00 | -17.90 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.02 | 0.00 | 34.64 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.02 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.23 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -8.26 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.17 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.02 | 0.00 | 6.12 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.03 | 0.00 | 10.25 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.05 | 0.00 | 27.68 | 0.00*** |
| triangular) . LENGTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.01 | 0.00 | -3.24 | 0.00*** |
| lm_normal) . LENGTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.09 | 0.01 | -10.14 | 0.00*** |
| lm_normal) . TRAIN | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -743.941820828631
--------------------------------------------------------------------------------
bic: 1681.66
--------------------------------------------------------------------------------
MSE: 652.43
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.15 | 0.48 | -2.39 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.26 | 0.16 | -1.63 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.87 | 0.12 | -7.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.32 | 0.16 | -2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.02 | 0.06 | 0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.16 | 0.22 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 1.75 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.06 | 0.25 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.03 | 0.08 | 0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.23 | 0.09 | 2.59 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.83 | 0.15 | 5.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.40 | 0.17 | -2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.20 | 0.09 | 2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.03 | 0.02 | 1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.02 | 0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.48 | 0.22 | 2.16 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.01 | 0.06 | 0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.02 | 0.02 | 0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -2.37 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.00 | 0.00 | -0.18 | 0.86 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.00 | 0.01 | -0.12 | 0.90 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.00 | 0.01 | -0.27 | 0.79 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.00 | 0.00 | -0.21 | 0.83 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 0.06 | 0.95 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.71 | 0.02 | 42.06 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.00 | 0.01 | -0.15 | 0.88 |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.00 | 0.00 | 1.39 | 0.16 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.00 | 1.38 | 0.17 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.06 | 0.01 | -8.46 | 0.00*** |
| lm_normal) . MXMEDSH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.06 | 0.00 | 23.52 | 0.00*** |
| Dev. normal) . MXMEDSH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.03 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . TRAIN | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -0.38 | 0.71 |
| Dev. tn_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.00 | 0.10 | 0.92 |
| Dev. tn_normal) . TRAIN | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -2.00 | 0.05. |
| Dev. tn_normal) . | | | | | |
| GRADEBR (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 3.63 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -736.9760369524058
--------------------------------------------------------------------------------
bic: 1618.69
--------------------------------------------------------------------------------
MSE: 301.58
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.54 | 0.52 | -1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.57 | 0.13 | -4.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.09 | 0.04 | 2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.06 | -0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.14 | 0.20 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.04 | 0.16 | 0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.05 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.02 | 0.03 | 0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.02 | 1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.16 | 0.39 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.03 | 0.03 | 1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.03 | 2.11 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.25 | 0.06 | -3.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.11 | 0.05 | 2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.98 | 0.29 | 3.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.18 | 0.22 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.39 | 0.26 | -5.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.03 | 0.00 | 22.36 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.04 | 0.00 | -11.46 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.69 | 0.01 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.44 | 0.02 | -23.54 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.01 | 0.00 | 10.35 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.64 | 0.03 | -20.85 | 0.00*** |
| triangular) . LENGTH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.43 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.03 | 0.00 | 6.55 | 0.00*** |
| Dev. lm_normal) . URB | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -731.1252069809497
--------------------------------------------------------------------------------
bic: 1594.20
--------------------------------------------------------------------------------
MSE: 263.74
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.15 | 0.30 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.98 | 0.08 | 11.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.22 | 0.10 | -2.27 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.14 | 0.11 | -1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.65 | 0.20 | -3.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.10 | 0.11 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.08 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.11 | 0.21 | -5.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.22 | 0.05 | 4.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.04 | -1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.28 | 0.12 | 2.30 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.08 | 0.16 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.03 | 0.03 | 1.19 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | -0.08 | 0.00 | -50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.01 | 0.00 | -9.35 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.13 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.04 | 0.00 | 25.68 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | no | -0.02 | 0.00 | -17.82 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | sqrt | -0.05 | 0.09 | -0.56 | 0.58 |
| 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.01 | 0.00 | -5.69 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | 0.02 | 0.00 | 9.69 | 0.00*** |
| 0:uniform:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -740.3911014050403
--------------------------------------------------------------------------------
bic: 1645.09
--------------------------------------------------------------------------------
MSE: 211.82
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.38 | 0.71 | -3.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.11 | 0.04 | 2.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.09 | 0.04 | -2.51 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.09 | 0.19 | -0.45 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.15 | 0.08 | -1.83 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.11 | 0.10 | 1.07 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.03 | 0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.06 | 1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.22 | 0.05 | 4.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.14 | 0.17 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.34 | 0.21 | -1.58 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.02 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.01 | 0.02 | -0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.41 | 0.08 | -5.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.92 | 0.10 | 9.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.13 | 0.12 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.04 | 0.01 | -4.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.04 | 0.00 | 10.66 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.13 | 0.00 | -41.67 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.02 | 0.00 | 16.17 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.02 | 0.00 | -11.89 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.04 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.32 | 0.01 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.06 | 0.01 | 6.81 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.00 | 0.00 | -33.47 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.46 | 0.01 | -50.00 | 0.00*** |
| lm_normal) . LENGTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.01 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.00 | 0.00 | 14.56 | 0.00*** |
| Dev. tn_normal) . URB | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -715.0055431266079
--------------------------------------------------------------------------------
bic: 1584.03
--------------------------------------------------------------------------------
MSE: 292.35
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.03 | 0.54 | -1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.02 | 4.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.03 | -1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.09 | 0.06 | 1.50 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.07 | 0.06 | -1.24 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.01 | 0.02 | 0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.03 | 0.05 | 0.62 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.11 | 0.04 | 2.49 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.01 | 0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.52 | 0.09 | -5.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.77 | 0.15 | -11.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.33 | 0.10 | -3.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.03 | 0.04 | -0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.17 | 0.07 | 2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.07 | 0.12 | 8.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -2.83 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.08 | 0.00 | -24.66 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.01 | 0.00 | 10.10 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.04 | 0.00 | 10.85 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.00 | 0.00 | 0.81 | 0.42 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.06 | 0.00 | -27.14 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.01 | 0.00 | -20.94 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.38 | 0.01 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -30.47 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.01 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -765.165148646514
--------------------------------------------------------------------------------
bic: 1701.53
--------------------------------------------------------------------------------
MSE: 701.90
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.61 | 0.52 | -1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.12 | 0.02 | 6.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.46 | 0.21 | -2.22 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.01 | 0.10 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.11 | 0.09 | 1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.13 | 0.09 | 1.54 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.64 | 0.16 | -3.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.02 | 0.04 | -0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.06 | 1.27 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.18 | 0.19 | -0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.10 | 0.02 | 4.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.19 | 0.21 | -0.89 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.47 | 0.11 | 4.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.29 | 0.16 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.24 | 0.10 | 2.48 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.03 | 0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.69 | 0.17 | -9.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.14 | 0.05 | -3.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.04 | 0.01 | 4.81 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.14 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.03 | 0.00 | 17.56 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.16 | 0.01 | 22.54 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.23 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.02 | 0.00 | -12.30 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.09 | 0.00 | 43.89 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | no | -0.01 | 0.00 | -11.01 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | no | -0.30 | 0.10 | -2.93 | 0.00*** |
| 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | no | 0.31 | 0.07 | 4.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 0 | | 0.02 | 0.03 | 0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | 0.04 | 0.09 | 0.43 | 0.67 |
| 0:uniform:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -774.0591183225281
--------------------------------------------------------------------------------
bic: 1707.53
--------------------------------------------------------------------------------
MSE: 241.58
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.18 | 0.26 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.04 | 0.04 | 1.01 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.15 | 0.27 | -0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.35 | 0.11 | 3.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.03 | 2.58 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.09 | 0.03 | 2.75 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.35 | 0.28 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.21 | 0.19 | -1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.43 | 0.09 | -4.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.49 | 0.16 | 3.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.60 | 0.28 | -2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.05 | -1.19 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.08 | 0.03 | 3.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.37 | 0.10 | 3.78 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.11 | 0.09 | 1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.39 | 0.10 | -3.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.03 | 1.27 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.12 | 0.08 | 1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.01 | 0.00 | 7.55 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.09 | 0.00 | 29.89 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.00 | 0.00 | 0.65 | 0.51 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.43 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.11 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.18 | 0.00 | -50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.05 | 0.00 | -42.60 | 0.00*** |
| Dev. triangular) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.36 | 0.00 | -50.00 | 0.00*** |
| normal) . INCLANES | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.63 | 0.01 | -50.00 | 0.00*** |
| normal) . MINRAD (Std. | | | | | |
| Dev. triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -722.4114342020493
--------------------------------------------------------------------------------
bic: 1610.13
--------------------------------------------------------------------------------
MSE: 448.67
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.83 | 0.33 | -2.49 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.04 | 0.15 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.03 | -2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.15 | 0.22 | -0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.13 | 0.10 | -1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.07 | 0.07 | 0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.04 | -0.30 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.93 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.03 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.03 | 1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.02 | 3.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.07 | -0.22 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.02 | 0.10 | 10.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.79 | 0.29 | -2.76 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.06 | 0.23 | -4.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -2.11 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.04 | 0.00 | 34.37 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.01 | 0.00 | 4.27 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.03 | 0.00 | 27.54 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.22 | 0.01 | -23.10 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.58 | 0.01 | -50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.06 | 0.00 | -24.18 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.03 | 0.02 | -1.56 | 0.12 |
| normal) . LENGTH (Std. | | | | | |
| Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.05 | 0.02 | 2.53 | 0.01* |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.00 | 0.00 | 18.04 | 0.00*** |
| Dev. lm_normal) . WIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.41 | 0.01 | 48.93 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . WIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| FRICTION (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.8514443595662
--------------------------------------------------------------------------------
bic: 1654.12
--------------------------------------------------------------------------------
MSE: 265.97
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.49 | 0.76 | -0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.12 | 0.17 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.36 | 0.33 | -4.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.00 | 0.06 | -0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.45 | 0.30 | 1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.29 | 0.20 | 1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.04 | 1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.03 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.03 | 0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.16 | 0.08 | 2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.23 | 0.09 | 2.47 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.20 | 0.15 | 1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.92 | 0.14 | 6.49 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.18 | 0.18 | -1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.18 | 0.16 | -1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.10 | 0.05 | -1.93 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.13 | 0.11 | 1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.10 | 0.32 | 0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.33 | 0.18 | -1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.04 | 0.11 | 0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.00 | 0.00 | 0.00 | 1.00 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.35 | 0.73 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.05 | 0.02 | 2.39 | 0.02* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.00 | 0.00 | -0.24 | 0.81 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.00 | 0.00 | 0.43 | 0.66 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.00 | 0.01 | 0.48 | 0.63 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.00 | 0.00 | -0.28 | 0.78 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.01 | 0.01 | -1.22 | 0.22 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.17 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -735.396528306685
--------------------------------------------------------------------------------
bic: 1619.92
--------------------------------------------------------------------------------
MSE: 18985.07
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -3.82 | 0.38 | -10.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.99 | 0.08 | 11.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.01 | 0.13 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.14 | 0.09 | -1.47 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.05 | 0.08 | -0.62 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.03 | -2.25 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.02 | 0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.01 | 0.02 | 0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -3.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.02 | 0.12 | 0.21 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.50 | 0.18 | -2.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.03 | 0.08 | -0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.04 | 0.05 | 0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.12 | 0.10 | 1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.08 | 0.07 | 1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -2.09 | 0.02 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.02 | 0.00 | -9.65 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.02 | 0.01 | 2.44 | 0.02* |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.00 | 0.00 | 7.29 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.09 | 0.00 | 19.09 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.26 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | arcsinh | -0.00 | 0.00 | -1.56 | 0.12 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | log | -0.15 | 0.31 | -0.48 | 0.63 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.20 | 0.07 | -2.68 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | 0.29 | 0.03 | 8.93 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -793.2126954690625
--------------------------------------------------------------------------------
bic: 1734.05
--------------------------------------------------------------------------------
MSE: 257.13
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.11 | 0.86 | -0.12 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.07 | 0.19 | -0.35 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.30 | 0.11 | -2.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.77 | 0.16 | 5.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.05 | 0.14 | -0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | 0.37 | 0.22 | 1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.53 | 0.05 | 10.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.05 | 0.06 | -0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.21 | 0.21 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.01 | 0.01 | -2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.09 | 0.04 | 2.23 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.95 | 0.32 | -2.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.05 | 0.06 | 0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.06 | 0.07 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.03 | 3.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.62 | 0.10 | -6.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.01 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.03 | 0.00 | -37.50 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.17 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.24 | 0.01 | 40.56 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.26 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.27 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.11 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.20 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . DOUBLE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.11 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . DOUBLE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.02 | 0.00 | -27.81 | 0.00*** |
| Dev. uniform) . MXGRADE | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -778.0377198013878
--------------------------------------------------------------------------------
bic: 1712.10
--------------------------------------------------------------------------------
MSE: 351.91
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -5.20 | 0.47 | -10.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.26 | 0.21 | 6.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.18 | 0.21 | 0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.05 | 0.03 | -1.46 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.25 | 0.13 | -1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.04 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.10 | 0.05 | -1.88 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.05 | 0.27 | -0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.22 | 0.23 | 0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | -0.19 | 0.11 | -1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | -0.05 | 0.11 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.03 | 0.09 | 0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.07 | 0.07 | 0.97 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.07 | 0.26 | -0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.10 | 0.02 | 4.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.04 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.54 | 0.13 | -4.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.03 | 0.01 | 3.54 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.05 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.03 | 0.00 | -25.31 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.10 | 0.00 | 50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.01 | 0.00 | -24.97 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | arcsinh | -0.02 | 0.00 | -11.77 | 0.00*** |
| Dev. tn_normal) . WIDTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRDIFF: hetro | log | 0.16 | 0.10 | 1.68 | 0.10 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 0 | | 0.07 | 0.11 | 0.62 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRDIFF: hetro | | -0.18 | 0.07 | -2.47 | 0.01* |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -770.4999922852313
--------------------------------------------------------------------------------
bic: 1705.81
--------------------------------------------------------------------------------
MSE: 329.15
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.33 | 0.43 | -5.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.28 | 0.24 | 1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.47 | 0.09 | -5.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.23 | 0.09 | -2.52 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.12 | -1.60 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.05 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.01 | 0.19 | -0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.20 | 0.06 | 3.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.05 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.03 | 2.47 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.51 | 0.06 | 8.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.50 | 0.17 | 2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.54 | 0.21 | -2.55 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.51 | 0.08 | 6.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.05 | 0.01 | -3.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.02 | 0.00 | -6.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | -0.00 | 0.11 | -0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.21 | 0.09 | 2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.04 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.01 | 0.00 | -6.24 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.17 | 0.00 | -38.75 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.01 | 0.00 | -2.74 | 0.01* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.02 | 0.00 | 34.47 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.01 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.02 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.02 | 0.00 | 4.86 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.25 | 0.01 | 29.94 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.00 | 0.00 | 0.16 | 0.87 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.07 | 0.00 | -39.14 | 0.00*** |
| Dev. uniform) . TANGENT | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -729.4465889986899
--------------------------------------------------------------------------------
bic: 1616.81
--------------------------------------------------------------------------------
MSE: 298.76
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.85 | 0.35 | -2.43 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.09 | 0.08 | -1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.02 | 0.07 | 0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.91 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.14 | 0.08 | 1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.04 | 2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.07 | 0.14 | 7.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.02 | 0.04 | 0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.01 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -2.59 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.30 | 0.11 | 2.60 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.47 | 0.06 | -7.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.82 | 0.19 | -9.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.03 | 0.03 | 0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.01 | 0.00 | 9.47 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.00 | 0.00 | 0.95 | 0.34 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.04 | 0.01 | -4.92 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.01 | 0.00 | 9.74 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.01 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.03 | 0.00 | -11.94 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -6.69 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.19 | 0.01 | 37.30 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.10 | 0.00 | 50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.00 | 0.00 | -2.12 | 0.03* |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.25 | 0.00 | -50.00 | 0.00*** |
| lm_normal) . INCLANES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.11 | 0.00 | 37.91 | 0.00*** |
| tn_normal) . INCLANES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.09 | 0.00 | -44.28 | 0.00*** |
| tn_normal) . SPEED | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -753.3287782276766
--------------------------------------------------------------------------------
bic: 1694.65
--------------------------------------------------------------------------------
MSE: 442.40
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.36 | 0.91 | -0.39 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.21 | 0.24 | -0.89 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.09 | 0.07 | -1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.61 | 0.26 | 2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.26 | 0.14 | -1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.08 | -0.39 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.03 | 0.14 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.03 | 0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.02 | 0.20 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.07 | -0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.16 | 0.48 | -2.41 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.05 | 0.12 | 0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.99 | 0.23 | 4.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.13 | 0.31 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.11 | 0.31 | -3.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.10 | 0.35 | -0.27 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.02 | 0.03 | 0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.10 | 0.31 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.07 | -0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.00 | 0.02 | -0.09 | 0.93 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.00 | 0.00 | 0.08 | 0.94 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.00 | 0.00 | -0.43 | 0.67 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.00 | 0.00 | -0.31 | 0.76 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.01 | 0.00 | 4.73 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.00 | 0.00 | -0.54 | 0.59 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.00 | 0.00 | -0.94 | 0.35 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.00 | 0.01 | -0.05 | 0.96 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.00 | 0.01 | -0.43 | 0.67 |
| Dev. uniform) . SINGLE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | arcsinh | -0.03 | 0.28 | -0.10 | 0.92 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | arcsinh | 0.20 | 0.22 | 0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | | 0.00 | 0.05 | 0.01 | 0.99 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.99 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.2653356343575
--------------------------------------------------------------------------------
bic: 1666.73
--------------------------------------------------------------------------------
MSE: 349.02
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.67 | 0.75 | -0.89 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.20 | 0.17 | -1.19 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.09 | 0.07 | -1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.53 | 0.21 | 2.54 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.10 | -0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.09 | 0.39 | -0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.19 | 0.49 | 0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.00 | 0.10 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.24 | 0.09 | 2.83 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.02 | 0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.16 | 0.78 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.97 | 0.45 | -2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.12 | 0.08 | 1.39 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.02 | 0.04 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.98 | 0.15 | 6.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.07 | 0.33 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.55 | 0.01 | 41.61 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.03 | 0.05 | -0.63 | 0.53 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.00 | 0.01 | 0.04 | 0.97 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.00 | 0.00 | -0.57 | 0.57 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.01 | 0.02 | 0.40 | 0.69 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.00 | 0.00 | 0.38 | 0.71 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | -0.01 | 0.01 | -0.57 | 0.57 |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | arcsinh | 0.21 | 0.28 | 0.74 | 0.46 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT: hetro group 0 | arcsinh | -0.00 | 0.14 | -0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | no | -0.32 | 0.36 | -0.88 | 0.38 |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 1 | sqrt | -0.40 | 0.19 | -2.16 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | | -0.23 | 0.11 | -2.12 | 0.04* |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | | 0.02 | 0.45 | 0.04 | 0.97 |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.93 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.4782521899724
--------------------------------------------------------------------------------
bic: 1636.08
--------------------------------------------------------------------------------
MSE: 283.88
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.41 | 0.20 | -2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.20 | 0.07 | -3.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.04 | -1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 1.85 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.95 | 0.39 | -2.44 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.07 | 0.06 | 1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.41 | 0.27 | -1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.00 | 0.01 | -0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.00 | 0.02 | 0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.29 | 0.18 | -1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.02 | 0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.05 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.07 | 0.07 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 1.55 | 0.01 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.02 | 0.00 | -12.28 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.00 | 0.00 | 4.15 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.10 | 0.00 | 35.81 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -7.94 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.01 | 0.01 | -1.59 | 0.11 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.20 | 0.01 | -22.96 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | log | 0.08 | 0.00 | 16.77 | 0.00*** |
| Dev. uniform) . MIGRADE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | log | 1.37 | 0.12 | 11.30 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE: hetro group 0 | log | 0.19 | 0.16 | 1.19 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | no | -0.89 | 0.38 | -2.35 | 0.02* |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB: hetro group 1 | | -0.26 | 0.10 | -2.60 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | | -1.50 | 0.12 | -12.36 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | | 0.04 | 0.02 | 2.31 | 0.02* |
| group 1:normal:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -750.200994473185
--------------------------------------------------------------------------------
bic: 1654.03
--------------------------------------------------------------------------------
MSE: 371.43
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.56 | 0.43 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.01 | 0.13 | 7.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.31 | 0.18 | -1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.04 | 1.60 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | 0.01 | 0.22 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.04 | 0.04 | -1.01 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.15 | 0.26 | 0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.04 | 0.06 | 0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.03 | 0.36 | -2.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.13 | 0.09 | 1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.10 | 1.90 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.09 | 0.05 | -1.68 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.09 | 0.12 | -0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.03 | 0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.25 | 0.20 | -1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.85 | 0.35 | -2.41 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.07 | 0.11 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.02 | 0.99 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.01 | 0.15 | 0.88 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.00 | 0.00 | -0.43 | 0.67 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.01 | 0.01 | -0.88 | 0.38 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.00 | 0.00 | 0.10 | 0.92 |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.01 | 0.01 | -1.09 | 0.28 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.00 | 0.01 | 0.55 | 0.58 |
| Dev. lm_normal) . SPEED | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.03 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -712.4302510656606
--------------------------------------------------------------------------------
bic: 1594.06
--------------------------------------------------------------------------------
MSE: 297.61
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.50 | 0.89 | -0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.55 | 0.16 | -3.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.16 | 0.07 | -2.22 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.64 | 0.14 | 4.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -2.13 | 0.26 | -8.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.17 | 0.09 | -1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.08 | 0.04 | 2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.02 | 2.57 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | -0.00 | 0.02 | -0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.14 | 0.04 | 3.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.26 | 0.10 | 2.66 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.17 | 0.09 | -1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.28 | 0.19 | 1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.02 | 1.50 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.00 | 0.01 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.07 | 0.03 | 2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.92 | 0.07 | 12.75 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.01 | 0.01 | -1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.30 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.02 | 0.00 | -18.42 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.01 | 0.00 | 8.21 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.01 | 0.00 | -15.94 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.02 | 0.00 | -28.47 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.11 | 0.00 | -41.26 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.00 | 0.00 | 14.82 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | no | 0.01 | 0.00 | 50.00 | 0.00*** |
| normal) . LENGTH (Std. | | | | | |
| Dev. tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | sqrt | -0.03 | 0.04 | -0.74 | 0.46 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.01 | 0.00 | -5.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | | 0.02 | 0.00 | 11.82 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -782.9934439187667
--------------------------------------------------------------------------------
bic: 1715.11
--------------------------------------------------------------------------------
MSE: 1564.68
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.07 | 1.13 | 0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | 0.03 | 0.34 | 0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.06 | 0.16 | -0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.22 | 0.15 | -1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.03 | 1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.05 | 0.05 | 1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.39 | 0.19 | -2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.47 | 0.10 | -4.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.58 | 0.07 | 8.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.17 | 0.11 | 1.47 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.12 | 0.13 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.22 | 0.18 | -1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.14 | 0.02 | 8.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.20 | 0.15 | -1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.45 | 0.32 | -1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.11 | 0.04 | 2.58 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.03 | 0.06 | 0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.13 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 0.56 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.06 | 0.00 | 40.87 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.02 | 0.00 | 46.46 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.16 | 0.00 | 50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.08 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.19 | 0.01 | -37.20 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.03 | 0.00 | -12.66 | 0.00*** |
| Dev. lm_normal) . SPEED | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.15 | 0.00 | -50.00 | 0.00*** |
| tn_normal) . SPEED | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.13 | 0.00 | -50.00 | 0.00*** |
| tn_normal) . MXGRADE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -786.0532343193795
--------------------------------------------------------------------------------
bic: 1718.23
--------------------------------------------------------------------------------
MSE: 3731.29
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.57 | 0.25 | -2.24 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.14 | 0.03 | 4.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.07 | 0.03 | -2.67 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.05 | 0.02 | 2.38 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.04 | 0.01 | 2.66 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | -0.00 | 0.03 | -0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.92 | 0.43 | -2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.01 | 0.20 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.01 | 0.04 | 0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.14 | 0.10 | 1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.22 | 0.17 | -1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.01 | 0.17 | 0.08 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.81 | 0.42 | -1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.28 | 0.10 | 2.80 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.26 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.03 | 0.00 | 31.72 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.24 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.37 | 0.02 | 23.03 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.86 | 0.01 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.02 | 0.00 | -19.81 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.02 | 0.00 | -13.23 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.28 | 0.02 | 15.61 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.10 | 0.01 | 14.46 | 0.00*** |
| normal) . INCLANES | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.61 | 0.01 | -50.00 | 0.00*** |
| normal) . DECLANES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.25 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . INCLANES | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.16 | 0.00 | -35.00 | 0.00*** |
| Dev. normal) . DECLANES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.12 | 0.00 | -38.82 | 0.00*** |
| Dev. normal) . SPEED | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.9642568066536
--------------------------------------------------------------------------------
bic: 1666.24
--------------------------------------------------------------------------------
MSE: 365.78
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.65 | 1.06 | -0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.98 | 0.17 | 5.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.02 | 0.26 | -0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.07 | 0.05 | -1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.23 | 0.27 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.22 | 0.27 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.01 | 0.21 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.01 | 0.02 | 0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.04 | 1.19 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.02 | 0.13 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.30 | 0.21 | -1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.04 | 0.06 | 0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.03 | 0.16 | 0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.03 | -0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.54 | 0.25 | 2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | 0.01 | 0.07 | 0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.14 | 0.18 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.04 | 0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.11 | 1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.25 | 0.15 | -1.67 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.51 | 0.27 | -5.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.09 | 0.93 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.00 | 0.00 | 0.10 | 0.92 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.01 | -0.14 | 0.89 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.00 | 0.00 | -0.46 | 0.64 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.02 | 0.02 | 1.18 | 0.24 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.00 | 0.01 | 0.07 | 0.94 |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.00 | 0.00 | -0.82 | 0.41 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.00 | 0.02 | -0.07 | 0.95 |
| Dev. triangular) . | | | | | |
| WIDTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.10 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -763.3589483768303
--------------------------------------------------------------------------------
bic: 1684.63
--------------------------------------------------------------------------------
MSE: 1125.79
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -6.43 | 0.27 | -23.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.88 | 0.09 | 9.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.34 | 0.09 | -3.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.26 | 0.14 | -1.92 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.12 | 0.04 | 2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.81 | 0.16 | -5.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.01 | 0.01 | 0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.16 | 0.07 | 2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.23 | 0.09 | 2.61 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.04 | 0.06 | -0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.16 | 0.23 | -0.67 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.32 | 0.17 | 1.91 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.01 | 0.78 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.47 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.05 | 1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.21 | 0.07 | 3.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.00 | 0.01 | -0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -1.70 | 0.01 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.01 | 0.00 | 17.72 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.05 | 0.00 | 35.05 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.14 | 0.00 | 49.27 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.13 | 0.00 | -50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.00 | 0.00 | 3.28 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | no | 0.06 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . TRAIN | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | -0.17 | 0.20 | -0.87 | 0.38 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH: hetro group 0 | | -0.01 | 0.01 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | 0.14 | 0.01 | 9.43 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -730.5389943658004
--------------------------------------------------------------------------------
bic: 1637.17
--------------------------------------------------------------------------------
MSE: 198.25
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.45 | 0.19 | -2.37 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.02 | 0.03 | -0.73 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.04 | -1.36 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.29 | 0.17 | -1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.18 | 0.18 | -1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.02 | 1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.04 | 0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.05 | 1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.17 | 0.06 | 2.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.01 | 0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.93 | 0.11 | 8.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.13 | 0.21 | -5.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.11 | 0.07 | 1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.03 | 0.08 | 0.38 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.10 | 0.07 | 1.46 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.24 | 0.11 | -2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.13 | 0.18 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -1.01 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.02 | 0.00 | -20.46 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.03 | 0.00 | -14.43 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.05 | 0.00 | 20.72 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.01 | 0.00 | 4.15 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.17 | 0.01 | -29.63 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.03 | 0.00 | 25.36 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.18 | 0.00 | -42.98 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.04 | 0.00 | 37.20 | 0.00*** |
| Dev. normal) . URB | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.10 | 0.00 | -40.15 | 0.00*** |
| Dev. uniform) . URB | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | arcsinh | -0.07 | 0.00 | -31.51 | 0.00*** |
| Dev. uniform) . MXGRADE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | arcsinh | 0.09 | 0.08 | 1.24 | 0.22 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.28 | 0.09 | -3.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | | 0.09 | 0.01 | 10.79 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -734.1269180765596
--------------------------------------------------------------------------------
bic: 1616.88
--------------------------------------------------------------------------------
MSE: 243.80
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.14 | 0.60 | -0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.89 | 0.10 | 8.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.02 | 0.03 | 0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.09 | 0.11 | -0.82 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.03 | -2.17 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | 0.01 | 0.05 | 0.29 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.31 | 0.18 | 1.75 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.02 | 0.01 | 2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.05 | 0.02 | 2.16 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -4.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.05 | 1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.22 | 0.06 | 3.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.02 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.59 | 0.12 | -4.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.02 | 2.44 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.37 | 0.44 | -0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.39 | 0.34 | -4.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.04 | 0.18 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.69 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.02 | 0.00 | -41.73 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.01 | 0.00 | 11.49 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | no | 0.44 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | no | -0.04 | 0.05 | -0.97 | 0.33 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | arcsinh | 0.09 | 0.05 | 1.92 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES: hetro group 0 | | 0.00 | 0.07 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| main: TRAIN: hetro | | -0.15 | 0.02 | -6.85 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -771.1071620671339
--------------------------------------------------------------------------------
bic: 1684.45
--------------------------------------------------------------------------------
MSE: 350.13
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.65 | 0.10 | -6.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.11 | 0.02 | 6.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.76 | 0.05 | -35.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.10 | 0.07 | -1.47 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.02 | 0.01 | 1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.58 | 0.05 | 10.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.40 | 0.05 | 8.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.51 | 0.08 | -6.22 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.18 | 0.12 | -1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.24 | 0.07 | -3.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.03 | -0.67 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.06 | 0.07 | 0.87 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.55 | 0.08 | 6.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.74 | 0.17 | -4.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.08 | 0.00 | -17.52 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.37 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 0.30 | 0.01 | 44.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | 0.05 | 0.00 | 35.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.11 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.81 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.03 | 0.00 | -19.54 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | arcsinh | 1.11 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . DOUBLE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | arcsinh | 0.41 | 0.11 | 3.72 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | | -0.00 | 0.01 | -0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | 0.03 | 0.01 | 3.97 | 0.00*** |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -760.1492819731391
--------------------------------------------------------------------------------
bic: 1667.93
--------------------------------------------------------------------------------
MSE: 411.31
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.16 | 0.65 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.17 | 0.02 | 8.69 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.67 | 0.13 | -5.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.54 | 0.36 | -1.50 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.00 | 0.08 | -0.01 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.03 | 0.21 | -0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.16 | 0.03 | -5.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.69 | 0.15 | 4.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.30 | 0.13 | -2.35 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.26 | 0.07 | 3.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.86 | 0.33 | -2.60 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.24 | 0.08 | 2.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.03 | 0.26 | -0.12 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.16 | 0.09 | 1.91 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.21 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.15 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.51 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.05 | 0.00 | -26.18 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.07 | 0.00 | 37.37 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.03 | 0.00 | 16.51 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.10 | 0.00 | 50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.02 | 0.00 | -5.01 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | no | -0.02 | 0.00 | -4.38 | 0.00*** |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group 0 | arcsinh | 0.05 | 0.04 | 1.54 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.24 | 0.10 | -2.35 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| main: FC: hetro group | | 0.06 | 0.01 | 5.11 | 0.00*** |
| 0:normal:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -780.9444160914543
--------------------------------------------------------------------------------
bic: 1722.80
--------------------------------------------------------------------------------
MSE: 323.81
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | 0.07 | 0.27 | 0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.11 | 0.09 | 1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.20 | 0.22 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.46 | 0.06 | 7.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.03 | 2.82 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.06 | 0.04 | 1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.67 | 0.25 | -2.64 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.44 | 0.07 | -6.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.04 | 0.12 | 0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.11 | 0.13 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.02 | 0.13 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.55 | 0.30 | -1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.11 | 0.04 | -2.81 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.23 | 0.15 | 1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.07 | 0.02 | 3.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.33 | 0.07 | 4.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.15 | 0.05 | 2.76 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.10 | 0.00 | 33.84 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.04 | 0.00 | 22.07 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.17 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | 0.06 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.06 | 0.00 | 43.68 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.05 | 0.00 | 36.15 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.31 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | no | -0.06 | 0.00 | -19.04 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | no | -0.14 | 0.10 | -1.39 | 0.17 |
| 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN: hetro group 0 | no | -0.03 | 0.05 | -0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 0 | | -0.02 | 0.02 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | -0.01 | 0.01 | -0.60 | 0.55 |
| 0:normal:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -768.2019676729266
--------------------------------------------------------------------------------
bic: 1713.11
--------------------------------------------------------------------------------
MSE: 273.47
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.59 | 0.62 | -0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.47 | 0.26 | 1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.27 | 0.17 | -1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.07 | -0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.04 | 0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.08 | 0.08 | 0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.03 | 0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.04 | 0.09 | 0.42 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.10 | 0.08 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.33 | 0.39 | -0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.24 | 0.22 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.34 | 0.13 | 2.56 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.10 | 0.03 | 3.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.47 | 0.65 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.10 | 0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.45 | 0.49 | -2.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.42 | 0.08 | 5.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 1.54 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.21 | 0.32 | -0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.00 | 0.01 | 0.13 | 0.90 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.55 | 0.58 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.00 | 0.01 | -0.05 | 0.96 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -0.53 | 0.60 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.00 | 0.01 | -0.13 | 0.90 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.00 | 0.01 | -0.24 | 0.81 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -0.00 | 1.00 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.00 | 0.01 | -0.14 | 0.89 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.00 | 0.00 | -0.61 | 0.54 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.00 | 1.40 | 0.16 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.00 | 0.64 | 0.52 |
| Dev. normal) . MXGRADE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.70 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -792.6174868599719
--------------------------------------------------------------------------------
bic: 1727.47
--------------------------------------------------------------------------------
MSE: 4845.66
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.71 | 1.06 | -0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.73 | 0.12 | 6.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.01 | 0.05 | 0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.11 | 0.22 | -0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.13 | 0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.62 | 0.16 | 3.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.05 | 0.03 | 1.67 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.02 | 0.13 | 0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.07 | 0.04 | -1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.06 | 0.04 | -1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.30 | 0.20 | 1.50 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.28 | 0.41 | 0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.02 | 0.00 | -6.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.03 | 0.02 | 1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -1.39 | 0.33 | -4.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.07 | 0.04 | 1.92 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.12 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.12 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.01 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.12 | 0.00 | 47.48 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.04 | 0.00 | 14.77 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.00 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.21 | 0.01 | 39.70 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.04 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.10 | 0.00 | -36.64 | 0.00*** |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -741.3420746408052
--------------------------------------------------------------------------------
bic: 1653.89
--------------------------------------------------------------------------------
MSE: 5647.74
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.77 | 0.45 | -1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.02 | 0.10 | -0.22 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.02 | 0.04 | 0.56 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.17 | 0.20 | -0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.33 | 0.20 | 1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.04 | 0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.99 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.14 | 0.07 | 1.90 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.11 | 0.21 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.05 | 1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.69 | 0.13 | -5.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.03 | 3.26 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.75 | 0.23 | -7.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.20 | 0.07 | 2.83 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.02 | 0.00 | -5.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.24 | 0.07 | 3.59 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.27 | 0.09 | 3.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.05 | 0.06 | -0.95 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.04 | 1.24 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.27 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.01 | 0.00 | -24.16 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.02 | 0.00 | 6.67 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.05 | 0.00 | 21.30 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.01 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.05 | 0.00 | -34.10 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.06 | 0.01 | 7.83 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.06 | 0.01 | -8.44 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | no | 0.04 | 0.00 | 37.32 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | arcsinh | 0.20 | 0.02 | 9.76 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE: hetro group 0 | | 0.01 | 0.12 | 0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | | 0.09 | 0.01 | 7.91 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -751.4514993664851
--------------------------------------------------------------------------------
bic: 1677.50
--------------------------------------------------------------------------------
MSE: 8438.13
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.10 | 0.20 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.09 | 0.11 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.01 | 0.04 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.31 | 0.06 | 5.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.01 | 0.08 | 0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.67 | 0.11 | -5.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 3.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.52 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.29 | 0.06 | -4.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.04 | 0.05 | -0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.31 | 0.05 | 6.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.22 | 0.02 | 13.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.52 | 0.08 | -6.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.78 | 0.12 | -6.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.08 | 0.07 | -1.05 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.02 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.05 | 0.00 | -28.22 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.02 | 0.00 | 11.50 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.04 | 0.00 | -16.45 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 2.71 | 0.01* |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | 0.09 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | -0.09 | 0.00 | -27.02 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.00 | 0.00 | 1.52 | 0.13 |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.07 | 0.00 | -27.14 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.44 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.09 | 0.00 | -35.95 | 0.00*** |
| tn_normal) . LENGTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.52 | 0.01 | -50.00 | 0.00*** |
| tn_normal) . INCLANES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.36 | 0.00 | 50.00 | 0.00*** |
| lm_normal) . LENGTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.78 | 0.00 | -50.00 | 0.00*** |
| lm_normal) . INCLANES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.05 | 0.00 | -11.17 | 0.00*** |
| lm_normal) . SPEED | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -728.8086686409092
--------------------------------------------------------------------------------
bic: 1614.53
--------------------------------------------------------------------------------
MSE: 397.63
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.54 | 0.17 | -14.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.16 | 0.07 | -2.23 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.06 | 0.03 | 1.77 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.41 | 0.13 | 3.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.95 | 0.06 | 15.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.47 | 0.10 | -4.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.33 | 0.14 | 2.39 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.04 | 0.04 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.06 | 1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | 0.02 | 0.09 | 0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.32 | 0.10 | -3.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.60 | 0.04 | -14.22 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.09 | 0.00 | -20.68 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.11 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.02 | 0.00 | -15.98 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.04 | 0.00 | -16.71 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.02 | 0.00 | 21.10 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.11 | 0.00 | 28.35 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.17 | 0.01 | -14.67 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.51 | 0.01 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 11.89 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.32 | 0.01 | 37.98 | 0.00*** |
| Dev. tn_normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.07 | 0.00 | -34.16 | 0.00*** |
| Dev. uniform) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | arcsinh | 0.16 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . DOUBLE | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | arcsinh | 0.09 | 0.10 | 0.89 | 0.37 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | no | -0.00 | 0.02 | -0.11 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | | 0.20 | 0.04 | 4.48 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | | 0.03 | 0.01 | 3.02 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.6883513948655
--------------------------------------------------------------------------------
bic: 1669.58
--------------------------------------------------------------------------------
MSE: 231.74
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.40 | 0.55 | -0.73 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.16 | 0.16 | 7.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.14 | 0.24 | -0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.18 | 0.25 | 0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.04 | 1.30 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.17 | 0.21 | -5.48 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.05 | -0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.05 | 0.04 | 1.19 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.13 | 0.11 | 1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.03 | 0.16 | -0.17 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.32 | 0.13 | -2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.10 | 1.19 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.09 | 2.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.18 | 0.13 | -1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.04 | 0.06 | -0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.22 | 0.20 | -1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.03 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.19 | 0.15 | 1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.30 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.08 | 0.13 | -0.58 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.00 | 0.00 | 0.17 | 0.86 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.30 | 0.77 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.00 | 0.00 | -0.14 | 0.89 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.00 | 0.00 | -0.78 | 0.44 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.00 | 0.01 | 0.25 | 0.80 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 0.11 | 0.92 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.00 | 0.00 | -1.40 | 0.16 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.01 | 0.01 | -1.14 | 0.26 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.01 | 0.01 | 1.44 | 0.15 |
| Dev. triangular) . | | | | | |
| PEAKHR (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.12 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -813.4175636271407
--------------------------------------------------------------------------------
bic: 1785.25
--------------------------------------------------------------------------------
MSE: 310.97
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -3.26 | 0.17 | -18.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.13 | 0.13 | 1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.04 | 0.06 | -0.64 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.07 | 0.02 | 3.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -1.20 | 0.17 | -7.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.08 | 1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.03 | 0.09 | 0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.50 | 0.08 | -6.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.04 | 0.03 | 1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.15 | 0.23 | -0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.17 | 0.06 | 3.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.52 | 0.09 | -5.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.04 | 0.03 | 1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.71 | 0.06 | 12.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.14 | 0.08 | -1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | -0.70 | 0.00 | -50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | 0.13 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.24 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.10 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.18 | 0.00 | 50.00 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.13 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.18 | 0.01 | -32.68 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.00 | 0.00 | 1.63 | 0.11 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.04 | 0.00 | -11.01 | 0.00*** |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.18 | 0.00 | -43.44 | 0.00*** |
| Dev. triangular) . | | | | | |
| WIDTH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.14 | 0.01 | 21.84 | 0.00*** |
| Dev. triangular) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.02 | 0.01 | -4.00 | 0.00*** |
| Dev. tn_normal) . WIDTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.00 | 0.01 | 0.34 | 0.73 |
| Dev. tn_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.17 | 0.01 | -20.72 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| INTECHAG (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -739.0218123520511
--------------------------------------------------------------------------------
bic: 1632.07
--------------------------------------------------------------------------------
MSE: 256.20
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.73 | 0.23 | -7.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.17 | 0.10 | 11.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.00 | 0.01 | -0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.09 | 0.03 | -2.61 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.11 | 0.02 | 5.49 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.18 | 0.18 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.48 | 0.19 | -2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.69 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.04 | 0.05 | 0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.07 | 3.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.51 | 0.26 | -1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.35 | 0.12 | -2.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.04 | 0.05 | -0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.32 | 0.13 | 2.55 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 1.17 | 0.01 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 0.80 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.02 | 0.00 | -9.48 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -4.97 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | no | 0.35 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | -0.13 | 0.23 | -0.57 | 0.57 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | sqrt | 0.04 | 0.04 | 0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| main: FRICTION: hetro | arcsinh | -0.68 | 0.06 | -11.41 | 0.00*** |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 1 | | -0.09 | 0.06 | -1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | -0.12 | 0.03 | -3.71 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: FRICTION: hetro | | 0.04 | 0.02 | 2.60 | 0.01* |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -742.1383632317952
--------------------------------------------------------------------------------
bic: 1616.72
--------------------------------------------------------------------------------
MSE: 272.54
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.19 | 1.91 | -0.62 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.04 | 0.08 | 12.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.00 | 0.24 | -0.02 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.08 | 0.07 | 1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.02 | 3.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.05 | 0.06 | 0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.05 | 4.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.31 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.48 | 0.13 | -3.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.20 | 0.14 | 1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.56 | 0.15 | -3.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.74 | 0.33 | -2.24 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.25 | 0.10 | -2.48 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.04 | 0.08 | -0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.00 | 0.00 | -1.02 | 0.31 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.01 | 0.00 | 6.26 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.16 | 0.00 | 50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.39 | 0.01 | -29.39 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.04 | 0.00 | -9.68 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.39 | 0.01 | 50.00 | 0.00*** |
| uniform) . WIDTH (Std. | | | | | |
| Dev. tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.14 | 0.00 | -31.73 | 0.00*** |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.13 | 0.00 | 25.56 | 0.00*** |
| Dev. uniform) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -756.5652760684392
--------------------------------------------------------------------------------
bic: 1714.69
--------------------------------------------------------------------------------
MSE: 1193.02
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.17 | 3.39 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.13 | 0.04 | 3.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.02 | 0.03 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.46 | 0.18 | 2.59 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.31 | 0.38 | -3.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.36 | 0.12 | -3.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.09 | 0.06 | -1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.46 | 0.31 | -1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.32 | 0.16 | -2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.37 | 0.13 | 2.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.55 | 0.12 | -4.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.25 | 0.31 | 0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.01 | 0.02 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.19 | 0.10 | 1.81 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.03 | 1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.04 | 0.03 | -1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.25 | 0.13 | 1.93 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.03 | 0.02 | 1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.08 | 1.19 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.36 | 0.16 | 2.22 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.25 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.02 | 0.00 | 27.92 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.02 | 0.00 | 10.08 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.04 | 0.00 | -13.72 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.22 | 0.01 | -19.37 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.02 | 0.00 | -31.61 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.14 | 0.00 | -44.24 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.04 | 0.00 | -20.57 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.02 | 0.00 | 12.35 | 0.00*** |
| Dev. tn_normal) . TRAIN | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.03 | 0.00 | 12.44 | 0.00*** |
| normal) . TRAIN (Std. | | | | | |
| Dev. lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.28 | 0.00 | 50.00 | 0.00*** |
| normal) . CURVES (Std. | | | | | |
| Dev. tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.03 | 0.00 | 9.69 | 0.00*** |
| Dev. normal) . TRAIN | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.08 | 0.00 | 32.14 | 0.00*** |
| Dev. normal) . CURVES | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.04 | 0.00 | 25.87 | 0.00*** |
| Dev. normal) . SLOPE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -772.4646471826184
--------------------------------------------------------------------------------
bic: 1746.49
--------------------------------------------------------------------------------
MSE: 1086.10
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.53 | 1.01 | -0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.04 | 0.07 | -0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.03 | 2.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.08 | 0.49 | -2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.21 | 0.11 | -2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | 0.04 | 0.02 | 2.59 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.16 | 0.09 | 1.83 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.34 | 0.34 | -1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.40 | 0.05 | -7.49 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.51 | 0.07 | 7.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.12 | 0.12 | 1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.39 | 0.28 | -1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.48 | 0.10 | 5.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.05 | 0.09 | -0.59 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.06 | 0.03 | 2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.12 | 0.04 | 3.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.00 | 0.03 | -0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.14 | 0.06 | 2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.21 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.01 | 0.00 | -8.47 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.01 | 0.00 | 4.72 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.00 | 0.00 | 1.03 | 0.31 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.04 | 0.00 | 27.23 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.01 | 0.00 | -7.77 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.01 | 0.00 | 12.30 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.00 | 0.00 | 0.77 | 0.44 |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.06 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . MIGRADE | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | 0.14 | 0.00 | 46.57 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MIGRADE (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.02 | 0.00 | -10.89 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MXGRADE (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.03 | 0.00 | 7.10 | 0.00*** |
| Dev. uniform) . MIGRADE | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.21 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . MXGRADE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.11 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . | | | | | |
| MXGRDIFF (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.23 | 0.00 | 50.00 | 0.00*** |
| tn_normal) . MIGRADE | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.02 | 0.00 | -22.55 | 0.00*** |
| tn_normal) . MXGRADE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.10 | 0.00 | 25.59 | 0.00*** |
| tn_normal) . MXGRDIFF | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.13 | 0.01 | -18.85 | 0.00*** |
| tn_normal) . MINRAD | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -725.1610967603516
--------------------------------------------------------------------------------
bic: 1613.63
--------------------------------------------------------------------------------
MSE: 800.19
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.73 | 0.87 | -0.83 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.25 | 0.08 | 3.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.52 | 0.23 | -6.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.02 | 0.04 | -0.58 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.39 | 0.18 | -2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.47 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.06 | 0.02 | 3.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.05 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.15 | 0.06 | 2.69 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.11 | 0.06 | 1.67 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.00 | 0.08 | 12.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.65 | 0.08 | -8.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.05 | 0.05 | 1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.02 | -1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.23 | 0.20 | -1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.29 | 0.09 | -3.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.43 | 0.20 | 2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.01 | 0.02 | -0.38 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.03 | 0.00 | 15.61 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | -0.04 | 0.00 | -21.61 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.01 | 0.00 | -10.04 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.04 | 0.00 | -10.98 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.27 | 0.01 | -45.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.73 | 0.00 | -50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.01 | 0.00 | 11.87 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.12 | 0.00 | 26.45 | 0.00*** |
| tn_normal) . URB (Std. | | | | | |
| Dev. lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.02 | 0.00 | -25.23 | 0.00*** |
| Dev. normal) . URB | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.16 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . TRAIN | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -749.788413513153
--------------------------------------------------------------------------------
bic: 1660.49
--------------------------------------------------------------------------------
MSE: 4749.05
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.25 | 0.39 | -0.65 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.26 | 0.14 | -1.81 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.06 | 0.10 | -0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.04 | 0.10 | -0.42 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.34 | 0.24 | -1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.06 | 0.04 | -1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.04 | 0.04 | 0.96 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.17 | 0.15 | -1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.41 | 0.08 | -5.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.19 | 0.06 | 3.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.08 | 0.07 | -1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.96 | 0.11 | 8.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.35 | 0.13 | 2.73 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.02 | 0.19 | -5.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.01 | 0.02 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.17 | 0.07 | 2.44 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.30 | 0.09 | 3.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.10 | 0.07 | 1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.38 | 0.01 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.06 | 0.01 | -9.95 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.01 | 0.00 | -17.31 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.44 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.23 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | no | -0.02 | 0.00 | -7.77 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | arcsinh | -0.01 | 0.02 | -0.72 | 0.47 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES: hetro group 0 | | -0.05 | 0.09 | -0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | 0.08 | 0.01 | 6.36 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -716.7892703014671
--------------------------------------------------------------------------------
bic: 1587.60
--------------------------------------------------------------------------------
MSE: 541.51
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.79 | 0.45 | -1.76 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.92 | 0.06 | 15.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.16 | 0.16 | -1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.10 | 0.03 | -2.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.04 | -1.47 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.05 | 0.18 | 0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.22 | 0.14 | -1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.51 | 0.11 | 4.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.63 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 2.61 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.47 | 0.21 | -6.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.24 | 0.05 | 4.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | 0.02 | 0.05 | 0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.16 | 0.13 | -1.22 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.81 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.02 | 0.00 | -5.16 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -5.87 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.03 | 0.00 | 44.76 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.02 | 0.00 | 28.18 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.05 | 0.00 | -16.24 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.02 | 0.00 | 6.10 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.23 | 0.00 | -50.00 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.01 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | no | 0.03 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| SPEED (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | no | -0.22 | 0.13 | -1.75 | 0.08. |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | | -0.01 | 0.04 | -0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | | -0.07 | 0.05 | -1.39 | 0.17 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -790.1856192918741
--------------------------------------------------------------------------------
bic: 1738.79
--------------------------------------------------------------------------------
MSE: 358.94
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -4.36 | 0.38 | -11.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.61 | 0.14 | -4.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.18 | 0.10 | -1.83 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.57 | 0.29 | -1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.03 | 0.13 | 0.22 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.33 | 0.08 | 4.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.03 | 0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.30 | 0.12 | 2.61 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.07 | 0.04 | 1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.38 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.58 | 0.14 | 4.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.05 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.01 | 0.02 | -0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -1.02 | 0.20 | -5.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.05 | 0.01 | -5.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.52 | 0.12 | 4.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.07 | 0.02 | 4.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.43 | 0.06 | 7.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.22 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.17 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.00 | 0.00 | 1.60 | 0.11 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -12.36 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.06 | 0.01 | 5.87 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.03 | 0.00 | 22.56 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.09 | 0.00 | -21.08 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.14 | 0.01 | -22.05 | 0.00*** |
| Dev. tn_normal) . TRAIN | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.05 | 0.01 | 6.08 | 0.00*** |
| Dev. triangular) . | | | | | |
| TRAIN (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.05 | 0.00 | -19.32 | 0.00*** |
| Dev. triangular) . | | | | | |
| MXGRADE (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -741.850666080034
--------------------------------------------------------------------------------
bic: 1660.80
--------------------------------------------------------------------------------
MSE: 1266.66
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.26 | 0.71 | -0.37 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.98 | 0.08 | 11.78 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.19 | 0.55 | -0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.02 | 0.05 | -0.34 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.12 | 0.18 | -0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.03 | 0.04 | -0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 2.81 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.01 | 0.08 | 0.13 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.03 | 0.07 | 0.46 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.41 | 0.20 | -2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.38 | 0.40 | -3.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | -0.00 | 0.01 | -0.39 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.04 | -1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.06 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.10 | 0.09 | -1.05 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.17 | 0.26 | -0.65 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.12 | 0.07 | 1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.01 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | -0.03 | 0.00 | -12.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -3.49 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.06 | 0.01 | 10.81 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.04 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | -0.23 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.08 | 0.00 | -20.21 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | arcsinh | 0.49 | 0.01 | 50.00 | 0.00*** |
| tn_normal) . INCLANES | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | no | 0.39 | 0.17 | 2.28 | 0.02* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 0 | no | -0.00 | 0.02 | -0.01 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | no | -0.38 | 0.12 | -3.17 | 0.00*** |
| 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 1 | | 0.25 | 0.06 | 3.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | -0.01 | 0.02 | -0.55 | 0.58 |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | 0.28 | 0.04 | 6.82 | 0.00*** |
| 1:normal:sd hetro | | | | | |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -757.0371401463783
--------------------------------------------------------------------------------
bic: 1685.28
--------------------------------------------------------------------------------
MSE: 549.29
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.13 | 3.29 | -0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.17 | 0.01 | 11.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.31 | 0.24 | -1.27 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.49 | 0.35 | -1.39 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | 0.05 | 0.08 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.17 | 0.31 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.12 | 0.13 | 0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.76 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.39 | 0.09 | -4.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.38 | 0.06 | 6.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -0.80 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.06 | 0.03 | -2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.13 | 0.64 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.05 | 0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.67 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.25 | 0.09 | 2.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.01 | 0.08 | -0.16 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.31 | 0.18 | -1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.10 | 0.03 | 3.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.27 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.11 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.01 | 0.00 | 3.31 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.19 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.00 | 0.00 | -0.81 | 0.42 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.02 | 0.00 | 5.85 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.27 | 0.01 | 33.49 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.02 | 0.00 | -12.01 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | arcsinh | 0.04 | 0.00 | 8.93 | 0.00*** |
| Dev. uniform) . ACCESS | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | log | 0.34 | 0.23 | 1.48 | 0.14 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -1.00 | 0.40 | -2.48 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | -0.14 | 0.02 | -6.89 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -761.3597037397466
--------------------------------------------------------------------------------
bic: 1643.38
--------------------------------------------------------------------------------
MSE: 472.23
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.58 | 0.72 | -0.80 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.15 | 0.02 | 7.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.37 | 0.26 | -1.39 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.28 | 0.14 | -1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.13 | 0.22 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.04 | 0.10 | 0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -2.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.28 | 0.07 | 4.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.46 | 0.12 | 3.69 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.04 | 0.02 | -1.93 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.52 | 0.14 | 3.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.22 | 0.15 | -1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.61 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.20 | 0.23 | -0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.14 | 0.01 | -18.30 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.06 | 0.00 | -15.72 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.01 | 0.00 | -25.92 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | arcsinh | -0.17 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | arcsinh | -0.33 | 0.12 | -2.89 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR: hetro group 0 | arcsinh | 0.22 | 0.08 | 2.76 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.64 | 0.07 | -8.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | | 0.07 | 0.02 | 3.05 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -719.6106699698961
--------------------------------------------------------------------------------
bic: 1608.42
--------------------------------------------------------------------------------
MSE: 330.10
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.47 | 0.19 | -2.49 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.29 | 0.11 | -2.71 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.49 | 0.19 | 2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.94 | 0.15 | -6.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.10 | 0.10 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.03 | 2.42 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.06 | 0.13 | -0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.22 | 0.06 | 3.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.25 | 0.09 | 2.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.09 | 0.11 | 9.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.24 | 0.16 | -1.54 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.38 | 0.29 | -1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.28 | 0.19 | 1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.04 | 0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.07 | 2.30 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.06 | 0.03 | 1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.01 | -0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.16 | 0.12 | -1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.41 | 0.08 | -5.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.00 | 0.00 | 0.11 | 0.91 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.01 | 0.00 | -5.92 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.06 | 0.00 | -35.71 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.01 | 0.00 | -4.09 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.03 | 0.01 | -2.92 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.02 | 0.00 | -4.39 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.01 | 0.00 | -2.04 | 0.04* |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -3.31 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.58 | 0.01 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 40.33 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.53 | 0.01 | 50.00 | 0.00*** |
| Dev. normal) . FRICTION | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.1386079940138
--------------------------------------------------------------------------------
bic: 1664.09
--------------------------------------------------------------------------------
MSE: 198.91
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.65 | 0.79 | -0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.92 | 0.12 | 7.61 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.09 | 0.60 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.27 | 0.18 | -1.54 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.49 | 0.73 | 0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.67 | 0.46 | -1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.22 | 0.16 | -1.36 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.24 | 1.33 | -0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.03 | 0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.00 | 0.04 | -0.03 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.07 | 0.79 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.21 | 0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.14 | 0.33 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.12 | 0.60 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.23 | -0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.03 | 0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.05 | 0.10 | 0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.05 | 0.19 | -0.27 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.02 | 0.15 | 0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.00 | 0.00 | 0.15 | 0.88 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.00 | 0.01 | 0.17 | 0.87 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.00 | 0.01 | -0.06 | 0.95 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.00 | 0.00 | -0.38 | 0.71 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.00 | 0.00 | 0.03 | 0.98 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.01 | 0.25 | 0.80 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.00 | 0.00 | -0.23 | 0.82 |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: ADTLANE: hetro | log | -0.28 | 0.10 | -2.86 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | no | 0.20 | 0.16 | 1.24 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| main: ADTLANE: hetro | | -0.00 | 0.08 | -0.01 | 0.99 |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.13 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -741.4350856547692
--------------------------------------------------------------------------------
bic: 1659.47
--------------------------------------------------------------------------------
MSE: 257.30
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.57 | 0.79 | -1.99 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.34 | 0.30 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.05 | 0.02 | -3.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.21 | 0.21 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.05 | 0.17 | 0.27 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.04 | 0.04 | -0.89 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.03 | 0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.02 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.06 | 0.08 | 13.63 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.13 | 0.19 | -0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.53 | 0.12 | -4.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.77 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.07 | 0.89 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.21 | 0.10 | 2.15 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -1.01 | 0.28 | -3.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.00 | 0.04 | -0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.08 | 0.03 | 2.68 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.14 | 0.01 | -11.58 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.12 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | -0.79 | 0.01 | -50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.01 | 0.00 | 12.96 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.27 | 0.01 | 29.32 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.47 | 0.01 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.40 | 0.01 | 50.00 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.01 | 0.01 | 2.53 | 0.01* |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.03 | 0.00 | 38.25 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.75 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| WIDTH (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.23 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | log | 0.05 | 0.00 | 13.82 | 0.00*** |
| Dev. uniform) . MIMEDSH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DOUBLE: hetro | no | 0.27 | 0.14 | 1.90 | 0.06. |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG: hetro group 0 | | 0.09 | 0.06 | 1.54 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| main: DOUBLE: hetro | | 0.06 | 0.05 | 1.24 | 0.22 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -731.3713566549026
--------------------------------------------------------------------------------
bic: 1629.05
--------------------------------------------------------------------------------
MSE: 39608.88
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.59 | 0.15 | -17.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.08 | 0.09 | 12.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.24 | 0.21 | -1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.28 | 0.21 | -1.33 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.09 | 0.04 | 2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | -0.12 | 0.10 | -1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.04 | 0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.11 | 0.11 | 1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.01 | 0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.01 | 1.79 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.40 | 0.12 | -3.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.20 | 0.11 | -1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.04 | 0.04 | 1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.02 | 0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.02 | 0.03 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.42 | 0.09 | -4.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.13 | 0.08 | 1.54 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 1.73 | 0.01 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.00 | 0.00 | 1.76 | 0.08. |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -1.59 | 0.11 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.01 | 0.00 | -2.44 | 0.02* |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.01 | 0.00 | -2.85 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.02 | 0.00 | 5.36 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | arcsinh | -0.12 | 0.01 | -12.93 | 0.00*** |
| Dev. normal) . SPEED | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | no | -0.34 | 0.16 | -2.15 | 0.03* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | arcsinh | 0.04 | 0.01 | 3.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT: hetro group 0 | no | -0.09 | 0.08 | -1.24 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -0.02 | 0.01 | -2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | | -0.16 | 0.02 | -10.40 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.5426299571909
--------------------------------------------------------------------------------
bic: 1634.32
--------------------------------------------------------------------------------
MSE: 4823.28
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.23 | 1.53 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.09 | 0.20 | -0.46 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.41 | 0.21 | -1.96 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.79 | 0.19 | -4.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.04 | -1.39 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.34 | 0.22 | -1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.04 | 0.03 | 1.36 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.78 | 0.25 | -3.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.03 | 0.09 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.10 | 0.06 | 18.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.28 | 0.11 | 2.59 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.19 | 0.21 | -0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.02 | 0.03 | 0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.39 | 0.12 | -3.22 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | -0.00 | 0.03 | -0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.04 | 0.00 | 25.06 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.10 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.02 | 0.00 | 10.21 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.11 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.92 | 0.01 | -50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.02 | 0.00 | -8.17 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.00 | 0.00 | 0.89 | 0.37 |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.01 | 0.00 | -5.68 | 0.00*** |
| Dev. uniform) . URB | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.03 | 0.00 | 13.24 | 0.00*** |
| Dev. tn_normal) . URB | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.02 | 0.00 | 4.15 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MXGRADE (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -711.734053015566
--------------------------------------------------------------------------------
bic: 1589.28
--------------------------------------------------------------------------------
MSE: 588.30
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.25 | 0.40 | -0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.58 | 0.34 | -1.68 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.67 | 0.29 | -2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.03 | 0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.05 | 0.02 | 2.52 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.03 | 0.07 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.04 | 0.08 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.00 | 0.12 | -0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.03 | 0.09 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.02 | 2.23 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.41 | 0.14 | -2.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.84 | 0.24 | -3.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.92 | 0.09 | 10.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.21 | 0.07 | 3.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.22 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -1.19 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.00 | 0.00 | -0.31 | 0.76 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.05 | 0.00 | -18.14 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.01 | 0.00 | -6.53 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.07 | 0.00 | -24.86 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.04 | 0.00 | 11.74 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | no | 0.21 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MEDWIDTH: hetro | no | 0.02 | 0.03 | 0.76 | 0.45 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 0 | arcsinh | 0.01 | 0.02 | 0.50 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | arcsinh | 0.27 | 0.13 | 2.07 | 0.04* |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 1 | sqrt | 0.02 | 0.02 | 0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 1 | no | -0.01 | 0.00 | -5.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 1 | | 0.01 | 0.01 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MEDWIDTH: hetro | | -0.05 | 0.02 | -2.80 | 0.01* |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | 0.03 | 0.00 | 12.03 | 0.00*** |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.083547499408
--------------------------------------------------------------------------------
bic: 1643.30
--------------------------------------------------------------------------------
MSE: 595.30
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.45 | 0.20 | -2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.08 | 0.15 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.30 | 0.12 | 2.41 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.05 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.05 | 0.06 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.51 | 0.25 | -2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.13 | 0.07 | 1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.10 | 2.51 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.13 | 0.15 | 0.85 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.24 | 0.27 | -4.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.19 | 0.22 | 0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.01 | 0.11 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.06 | 0.10 | 0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.84 | 0.01 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.00 | 0.00 | 1.27 | 0.20 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | 0.00 | 0.01 | 0.22 | 0.83 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.00 | 0.01 | 0.79 | 0.43 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.01 | 0.00 | -1.48 | 0.14 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.01 | 0.02 | -0.47 | 0.64 |
| Dev. lm_normal) . | | | | | |
| PEAKHR (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.01 | 0.01 | 0.81 | 0.42 |
| Dev. normal) . PEAKHR | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.02 | 0.01 | -2.18 | 0.03* |
| Dev. normal) . CURVES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | log | 1.27 | 0.12 | 10.49 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH: hetro group 0 | log | -0.80 | 0.25 | -3.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | | 0.18 | 0.03 | 6.65 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 3.17 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -742.2160844479114
--------------------------------------------------------------------------------
bic: 1654.24
--------------------------------------------------------------------------------
MSE: 233.94
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.57 | 0.42 | -1.36 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.92 | 0.14 | 6.48 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.33 | 0.18 | -1.85 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.26 | 0.18 | -1.47 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.20 | 0.23 | 0.87 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.47 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.00 | 0.03 | -0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.04 | 0.06 | -0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.49 | 0.17 | -2.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.22 | 0.08 | 2.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.26 | 0.17 | -1.54 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.44 | 0.17 | -2.68 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.05 | -1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.09 | 0.10 | 0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.09 | 1.22 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.60 | 0.26 | 2.28 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.22 | 0.09 | -2.41 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.00 | 0.00 | 0.06 | 0.95 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.00 | 0.00 | 0.28 | 0.78 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | -0.00 | 0.00 | -0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.00 | 0.00 | -0.43 | 0.67 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.00 | 0.00 | 0.22 | 0.82 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.00 | 0.01 | 0.02 | 0.98 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 0.02 | 0.98 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | -0.00 | 0.04 | -0.09 | 0.93 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.00 | 0.70 | 0.49 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.01 | -0.02 | 0.99 |
| Dev. lm_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.21 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -788.1458689045982
--------------------------------------------------------------------------------
bic: 1736.21
--------------------------------------------------------------------------------
MSE: 4863.02
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.26 | 0.55 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.23 | 0.11 | -2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.16 | 0.10 | 1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.82 | 0.14 | -5.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.29 | 0.12 | -2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.04 | -1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.00 | 0.06 | -0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.35 | 0.25 | 1.43 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.98 | 0.56 | -1.76 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | -0.00 | 0.10 | -0.03 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.13 | 0.37 | 0.37 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.11 | 0.66 | 0.17 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.06 | 0.06 | -1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.16 | 0.05 | 2.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.56 | 0.07 | 8.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.13 | 0.04 | 3.30 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.97 | 0.23 | -4.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.20 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.08 | 0.00 | 27.58 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.11 | 0.00 | -24.51 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.10 | 0.00 | -38.47 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.07 | 0.01 | -12.86 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.15 | 0.00 | -45.39 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.39 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | no | 0.46 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| TANGENT (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRADE: hetro | arcsinh | 0.05 | 0.02 | 2.67 | 0.01* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES: hetro group 0 | | 0.58 | 0.08 | 6.92 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXGRADE: hetro | | 0.09 | 0.02 | 5.79 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -777.7682218034454
--------------------------------------------------------------------------------
bic: 1721.85
--------------------------------------------------------------------------------
MSE: 851.90
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.20 | 0.39 | -0.50 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.08 | 0.08 | -1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.33 | 0.12 | 2.72 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.00 | 0.06 | -0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.20 | 0.24 | 0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.07 | 0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.34 | 0.13 | 2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.17 | 1.00 | -1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.18 | -0.89 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.02 | 0.88 | -0.02 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.34 | 0.01 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.09 | 0.11 | 0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.12 | 0.03 | 3.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.37 | 0.42 | -0.89 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.00 | 0.00 | 0.23 | 0.82 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.00 | 0.01 | 0.09 | 0.93 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.00 | 0.00 | -0.21 | 0.83 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -0.12 | 0.90 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.00 | 0.05 | -0.01 | 0.99 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | -0.05 | 0.01 | -3.91 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.00 | 0.03 | -0.09 | 0.93 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -0.93 | 0.35 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | 0.00 | 0.01 | 0.15 | 0.88 |
| Dev. uniform) . MIGRADE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.00 | 0.01 | 0.36 | 0.72 |
| Dev. uniform) . MIGRADE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.00 | 0.01 | -0.63 | 0.53 |
| Dev. uniform) . | | | | | |
| MXGRDIFF (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.08 | 0.00 | 17.40 | 0.00*** |
| Dev. normal) . MIGRADE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.03 | 0.00 | -9.08 | 0.00*** |
| Dev. normal) . MXGRDIFF | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.02 | 0.05 | 0.96 |
| Dev. normal) . CURVES | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.62 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -784.1812818380911
--------------------------------------------------------------------------------
bic: 1721.88
--------------------------------------------------------------------------------
MSE: 200.58
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.25 | 0.52 | -0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.46 | 0.29 | -1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.11 | 0.03 | 3.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.08 | 0.19 | -0.42 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.49 | 0.29 | 1.68 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.52 | 0.07 | 7.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.09 | 0.03 | 2.76 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.09 | 0.09 | 0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.34 | 0.13 | -2.56 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.37 | 0.15 | -2.47 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.13 | 0.12 | -1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.04 | 0.02 | 2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 3.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.58 | 0.18 | -3.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.48 | 0.06 | 8.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.04 | -0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.43 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.68 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.01 | 0.00 | -16.76 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.01 | 0.00 | -11.37 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.64 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.04 | 0.00 | -16.84 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | sqrt | 0.01 | 0.00 | 12.89 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DOUBLE: hetro | arcsinh | -0.20 | 0.22 | -0.89 | 0.38 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | arcsinh | -0.01 | 0.03 | -0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.36 | 0.10 | -3.56 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: DOUBLE: hetro | | 0.08 | 0.02 | 3.75 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -739.8786463126612
--------------------------------------------------------------------------------
bic: 1645.57
--------------------------------------------------------------------------------
MSE: 405.68
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.67 | 0.53 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.03 | 0.21 | 0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.27 | 0.21 | -1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.05 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.02 | 0.04 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.04 | 0.04 | 0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.11 | 0.08 | 1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.11 | 0.02 | 5.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.42 | 0.21 | -2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.06 | 0.09 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.04 | 0.02 | 2.37 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.02 | 0.08 | 0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.98 | 0.35 | -2.78 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.35 | 0.07 | 5.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -6.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.29 | 0.06 | 5.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.01 | 0.00 | 23.54 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.05 | 0.00 | 42.95 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.01 | 0.00 | -3.72 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.00 | 0.00 | -3.22 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.05 | 0.00 | 13.08 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.01 | 0.00 | -32.07 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.00 | 0.00 | 0.04 | 0.97 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.07 | 0.01 | 10.67 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.19 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -20.64 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| GRADEBR (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.05 | 0.01 | 8.33 | 0.00*** |
| Dev. normal) . GRADEBR | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.33 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . ADTLANE | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -768.4851264915727
--------------------------------------------------------------------------------
bic: 1691.99
--------------------------------------------------------------------------------
MSE: 1460.10
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.04 | 1.97 | -0.02 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.02 | 0.03 | -0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.12 | 0.10 | -1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.15 | 0.14 | 1.05 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.09 | -0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.03 | 1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.18 | 0.64 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.40 | 0.07 | 5.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.20 | 0.04 | 4.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.03 | 0.90 | -0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.02 | 0.08 | 0.25 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.03 | 1.13 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.05 | 0.67 | -1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.15 | 0.26 | 0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.40 | 0.32 | -1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.16 | 0.23 | -0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.08 | 0.00 | 26.77 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.05 | 0.00 | 47.30 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.03 | 0.01 | -3.82 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.04 | 0.00 | 47.82 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.14 | 0.01 | -25.69 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.06 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.20 | 0.00 | -48.54 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | no | 0.02 | 0.01 | 2.97 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| ADTLANE (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | no | -0.10 | 0.15 | -0.66 | 0.51 |
| 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 0 | | 0.10 | 0.06 | 1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | 0.04 | 0.07 | 0.59 | 0.55 |
| 0:tn_normal:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -721.4802338392584
--------------------------------------------------------------------------------
bic: 1615.16
--------------------------------------------------------------------------------
MSE: 280.26
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.27 | 0.57 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.31 | 0.18 | -1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.14 | 0.10 | -1.36 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.01 | 0.09 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.38 | 0.48 | -0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.21 | 0.11 | -2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.05 | -0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.23 | 0.18 | -1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.02 | 3.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.06 | 0.07 | -0.80 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.05 | 1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.06 | 3.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.01 | 0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.26 | 0.10 | 12.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.28 | 0.19 | -1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.16 | 0.43 | -2.69 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -2.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.56 | 0.16 | 3.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.04 | 0.23 | -0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.06 | 0.07 | 0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.04 | 0.00 | -22.25 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.02 | 0.01 | 2.90 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.01 | 0.00 | -9.14 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.01 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | -0.32 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.14 | 0.00 | -29.37 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.01 | 0.00 | -7.06 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.19 | 0.01 | 18.63 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.11 | 0.00 | 40.31 | 0.00*** |
| tn_normal) . MXMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.08 | 0.00 | 29.48 | 0.00*** |
| tn_normal) . SINGLE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -750.941597323602
--------------------------------------------------------------------------------
bic: 1650.51
--------------------------------------------------------------------------------
MSE: 225.85
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.68 | 0.35 | -1.96 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.16 | 0.10 | 12.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.33 | 0.36 | -3.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.13 | 0.11 | -1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.09 | 0.05 | -1.92 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.06 | 0.05 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.06 | 0.01 | 4.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.13 | 0.10 | -1.30 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.03 | 0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.04 | 1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -2.03 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.02 | 0.14 | -0.17 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.16 | 0.09 | -1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.01 | 0.04 | 0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.30 | 0.30 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.07 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.15 | 0.06 | 2.54 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.05 | 0.01 | -8.90 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.03 | 0.00 | -12.52 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.09 | 0.00 | 43.05 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.18 | 0.00 | 50.00 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.30 | 0.01 | 28.53 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.05 | 0.00 | 14.56 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.08 | 0.00 | 18.78 | 0.00*** |
| Dev. triangular) . | | | | | |
| WIDTH (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | -0.48 | 0.00 | -50.00 | 0.00*** |
| tn_normal) . WIDTH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SLOPE (Std. Dev. | | 0.11 | 0.01 | 10.31 | 0.00*** |
| tn_normal) . MIGRADE | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -725.1925642274746
--------------------------------------------------------------------------------
bic: 1639.27
--------------------------------------------------------------------------------
MSE: 1686.04
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.89 | 0.41 | -4.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.02 | 0.07 | 13.81 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.13 | 0.19 | 0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.02 | 0.03 | 0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.03 | 0.01 | -2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.14 | 0.14 | -0.95 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.03 | 0.08 | -0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.01 | 0.93 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.03 | -0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.57 | 0.10 | -5.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.05 | 1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.09 | 0.05 | 1.75 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.01 | 0.02 | 0.26 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.02 | 0.05 | -0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.15 | 0.11 | -1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.04 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.14 | 0.08 | 1.75 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.50 | 0.21 | -2.38 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.36 | 0.10 | -3.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.05 | 0.03 | -1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.25 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | 0.00 | 0.00 | 2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.00 | 0.00 | -0.18 | 0.85 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.05 | 0.00 | 18.32 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.35 | 0.01 | -31.15 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.00 | 0.00 | 6.65 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.24 | 0.01 | -33.74 | 0.00*** |
| triangular) . DECLANES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.01 | 0.00 | -14.98 | 0.00*** |
| Dev. normal) . DECLANES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | arcsinh | -0.00 | 0.00 | -0.67 | 0.50 |
| Dev. normal) . URB | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | no | 0.12 | 0.15 | 0.80 | 0.43 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN: hetro group 0 | | 0.10 | 0.09 | 1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | -0.48 | 0.05 | -10.45 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -742.8228652567232
--------------------------------------------------------------------------------
bic: 1647.56
--------------------------------------------------------------------------------
MSE: 406.20
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.53 | 0.49 | -1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.21 | 0.11 | -1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.58 | 0.29 | -5.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.14 | 0.17 | -0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.02 | 0.02 | 1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.11 | -0.20 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.06 | 0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.08 | 0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | 0.04 | 0.07 | 0.53 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.11 | 0.12 | 9.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.08 | -0.11 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.24 | 0.34 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.03 | 0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.12 | 0.24 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.26 | 0.21 | 1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.04 | 0.19 | 0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.08 | 0.14 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.00 | 0.00 | -0.23 | 0.82 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.00 | 0.00 | 0.11 | 0.92 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.01 | 0.00 | -2.56 | 0.01* |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.00 | 0.00 | -0.01 | 0.99 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.01 | 0.01 | 0.98 | 0.33 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.36 | 0.02 | 20.92 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.00 | 0.02 | -0.02 | 0.99 |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -0.09 | 0.93 |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.51 | 0.01 | 50.00 | 0.00*** |
| normal) . MXMEDSH (Std. | | | | | |
| Dev. tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.20 | 0.00 | -46.19 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -0.04 | 0.97 |
| Dev. lm_normal) . TRAIN | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 3.61 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -728.0042809158215
--------------------------------------------------------------------------------
bic: 1599.24
--------------------------------------------------------------------------------
MSE: 20880.89
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.24 | 0.34 | -3.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.89 | 0.08 | 11.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.53 | 0.16 | -9.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.00 | 0.03 | -0.03 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.05 | 0.05 | 1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.02 | 0.02 | 1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.01 | 0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.25 | 0.20 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.01 | 1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.03 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.35 | 0.20 | -1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.10 | 0.06 | 1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.91 | 0.01 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.00 | 0.00 | -3.61 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.01 | 0.00 | -15.53 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.21 | 0.00 | -43.75 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.02 | 0.00 | 14.68 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.00 | 0.00 | -1.79 | 0.07. |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.06 | 0.00 | 19.74 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| SINGLE (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.06 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . SINGLE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | no | 0.00 | 0.00 | 3.73 | 0.00*** |
| Dev. uniform) . GRADEBR | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | arcsinh | -0.17 | 0.21 | -0.82 | 0.41 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN: hetro group 0 | arcsinh | 0.13 | 0.08 | 1.63 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | | 0.14 | 0.19 | 0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | | 0.38 | 0.05 | 7.81 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -760.1815782008258
--------------------------------------------------------------------------------
bic: 1673.88
--------------------------------------------------------------------------------
MSE: 5020.39
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.09 | 0.49 | -2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.13 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.00 | 0.03 | 0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.43 | 0.06 | 7.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.38 | 0.10 | 3.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.03 | 0.02 | -1.63 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.49 | 0.18 | -2.78 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.04 | 0.68 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.04 | -2.11 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.04 | 0.05 | 0.70 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.06 | 0.02 | 3.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -3.12 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.71 | 0.05 | -13.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.09 | 0.01 | 10.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -1.07 | 0.01 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.59 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | -0.01 | 0.00 | -14.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.05 | 0.00 | -22.76 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.00 | 0.00 | 1.81 | 0.07. |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -36.44 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.05 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | arcsinh | 0.00 | 0.00 | 12.03 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | arcsinh | 0.17 | 0.12 | 1.37 | 0.17 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | no | 0.31 | 0.20 | 1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | -0.24 | 0.15 | -1.59 | 0.11 |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 1 | | 0.07 | 0.06 | 1.14 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | 0.41 | 0.04 | 9.65 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | 0.41 | 0.04 | 9.79 | 0.00*** |
| group 1:normal:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -742.1195146112258
--------------------------------------------------------------------------------
bic: 1643.65
--------------------------------------------------------------------------------
MSE: 199.81
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.26 | 0.19 | -1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.03 | 0.14 | -0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.06 | 0.09 | -0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.11 | 0.06 | 1.90 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.04 | 0.10 | 0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.00 | 0.12 | -0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.36 | 0.05 | -7.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.17 | 0.06 | 2.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.06 | 0.05 | -1.30 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.86 | 0.09 | 9.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.01 | 0.04 | 0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.62 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.03 | 0.06 | 0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.18 | 0.08 | 2.16 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.42 | 0.13 | -3.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.23 | 0.09 | -2.71 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.40 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.00 | 0.00 | -2.31 | 0.02* |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.02 | 0.00 | 32.35 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.30 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.06 | 0.00 | -18.32 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.40 | 0.00 | -50.00 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.09 | 0.00 | -21.24 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | no | 0.88 | 0.01 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| SPEED (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | no | -0.34 | 0.12 | -2.82 | 0.01* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB: hetro group 0 | no | -0.23 | 0.08 | -2.75 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC: hetro group 0 | arcsinh | -0.07 | 0.03 | -2.55 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -0.60 | 0.09 | -6.82 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: DECLANES: hetro | | 0.11 | 0.01 | 14.21 | 0.00*** |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -742.0316410635561
--------------------------------------------------------------------------------
bic: 1621.40
--------------------------------------------------------------------------------
MSE: 293.71
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.94 | 0.13 | -7.49 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.95 | 0.09 | 10.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.04 | 0.03 | 1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.45 | 0.11 | -3.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.04 | -1.07 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.09 | 0.08 | 1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.05 | 0.07 | 0.65 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -4.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.01 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.35 | 0.10 | -3.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.06 | 0.03 | -1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.28 | 0.14 | 2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.53 | 0.10 | -5.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.23 | 0.06 | 3.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.38 | 0.11 | -3.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.00 | 0.02 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -1.56 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.01 | 0.00 | -6.41 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.07 | 0.00 | -27.15 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.15 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.28 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.00 | 0.00 | 11.63 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.03 | 0.00 | -21.39 | 0.00*** |
| Dev. normal) . INCLANES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -741.1224414148019
--------------------------------------------------------------------------------
bic: 1660.84
--------------------------------------------------------------------------------
MSE: 596.25
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.00 | 0.33 | -5.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.11 | 0.11 | 10.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -1.52 | 0.16 | -9.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.05 | 0.07 | 0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.01 | 0.06 | 0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.01 | 0.10 | 0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.07 | 0.11 | 0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.02 | 0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.08 | 0.16 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.41 | 0.23 | 1.83 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.11 | 0.15 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.00 | 0.02 | 0.26 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.06 | -0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.03 | 0.03 | 1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.07 | 1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.33 | 0.16 | -2.03 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.02 | 0.18 | -0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.31 | 0.23 | -1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.00 | 0.01 | -0.68 | 0.50 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.04 | 0.97 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.00 | 0.02 | -0.20 | 0.84 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -0.33 | 0.74 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.00 | 0.01 | -0.33 | 0.74 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.00 | 0.00 | -0.24 | 0.81 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.00 | 0.01 | -0.48 | 0.63 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.01 | 0.02 | 0.39 | 0.70 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.78 | 0.01 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.01 | 0.01 | 1.52 | 0.13 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | -0.07 | 0.04 | -1.65 | 0.10 |
| Dev. normal) . SINGLE | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.06 | 0.05 | 1.43 | 0.16 |
| Dev. uniform) . SINGLE | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 1.00 | 0.01 | 50.00 | 0.00*** |
| Dev. uniform) . DOUBLE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 3.63 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.8852445446939
--------------------------------------------------------------------------------
bic: 1669.37
--------------------------------------------------------------------------------
MSE: 327.85
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.10 | 0.84 | -0.12 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.26 | 0.40 | 3.14 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.01 | 0.03 | 0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.49 | 0.86 | -0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.27 | 0.10 | -2.71 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.02 | 0.05 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.16 | 0.09 | 1.70 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 2.69 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.05 | -0.46 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.03 | 1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.18 | 0.51 | -0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.16 | 0.21 | -0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.44 | 0.24 | 1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.06 | 0.13 | 0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.48 | 0.28 | -1.73 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.37 | 0.35 | -3.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.22 | 0.09 | 2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.11 | 0.11 | 0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.03 | -0.61 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.04 | -2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.15 | 0.01 | -28.50 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.03 | 0.00 | 24.63 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.08 | 0.00 | 24.93 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -7.92 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.07 | 0.00 | -14.32 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.13 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.16 | 0.00 | 37.66 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.43 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -4.76 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | 0.02 | 0.00 | 5.50 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -788.9154450625615
--------------------------------------------------------------------------------
bic: 1735.25
--------------------------------------------------------------------------------
MSE: 323.37
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.30 | 0.22 | -1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | 0.43 | 0.16 | 2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.10 | 0.03 | 3.81 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.09 | 0.03 | 2.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.04 | 0.04 | -0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.04 | 0.42 | -2.49 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.64 | 0.31 | -2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.35 | 0.26 | 1.36 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.61 | 0.23 | -2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.06 | -0.65 | 0.52 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.07 | 0.05 | 1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.05 | 0.10 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.59 | 0.09 | 6.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.04 | 1.36 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.05 | 4.77 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.46 | 0.22 | -2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.03 | 0.02 | -1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.50 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.02 | 0.00 | 8.20 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.08 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | 0.05 | 0.00 | 22.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.02 | 0.00 | 48.73 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.20 | 0.01 | 27.29 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.02 | 0.00 | -7.24 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.00 | 0.00 | 2.44 | 0.02* |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.04 | 0.00 | 28.83 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.53 | 0.00 | -50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.01 | 0.00 | -4.74 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.00 | 0.00 | 1.12 | 0.26 |
| Dev. lm_normal) . URB | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -778.082846746756
--------------------------------------------------------------------------------
bic: 1718.58
--------------------------------------------------------------------------------
MSE: 211.99
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.34 | 0.72 | -0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.25 | 0.47 | -0.53 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.08 | 0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.07 | -0.46 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.17 | 0.07 | 2.40 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.24 | 0.12 | -1.95 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.46 | 0.11 | 4.23 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.02 | 0.06 | 0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.03 | 0.10 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.07 | 0.21 | 0.34 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | no | -0.01 | 0.02 | -0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.23 | 0.40 | -0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.45 | 0.20 | 2.32 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.03 | 0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.29 | 0.30 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.09 | 0.50 | -0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 1.30 | 0.03 | 42.30 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.00 | 0.00 | 0.29 | 0.77 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.04 | 0.05 | 0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.01 | -0.39 | 0.70 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.00 | 0.01 | -0.21 | 0.84 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.36 | 0.01 | 27.36 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.01 | 0.02 | -0.66 | 0.51 |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.33 | 0.01 | -25.13 | 0.00*** |
| Dev. triangular) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | no | -0.52 | 0.31 | -1.67 | 0.10 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | arcsinh | -0.90 | 0.38 | -2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| main: ACCESS: hetro | | -0.30 | 0.10 | -3.10 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 1.94 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -725.7253251813605
--------------------------------------------------------------------------------
bic: 1632.94
--------------------------------------------------------------------------------
MSE: 1421.28
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.78 | 0.12 | -6.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.14 | 0.09 | -1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.03 | 0.05 | 0.70 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.01 | 2.69 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.16 | 0.07 | 2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.36 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.02 | 2.62 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.10 | 0.08 | -1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.05 | 0.16 | 0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.09 | 0.03 | 3.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | -0.05 | 0.05 | -1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.07 | 0.06 | 1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.74 | 0.14 | 5.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.04 | 0.02 | 2.31 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.73 | 0.09 | -19.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.42 | 0.07 | -5.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.91 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.39 | 0.07 | -5.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -5.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.05 | 5.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.06 | 0.00 | -14.71 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.03 | 0.00 | 11.26 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.00 | 0.00 | 0.90 | 0.37 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.00 | 0.00 | 3.53 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.00 | 0.00 | 4.27 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | -0.40 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.01 | 0.00 | -50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.10 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.02 | 0.00 | 50.00 | 0.00*** |
| Dev. triangular) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.43 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . DECLANES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.00 | 0.01 | 0.51 | 0.61 |
| Dev. normal) . ADTLANE | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -742.5984399452187
--------------------------------------------------------------------------------
bic: 1684.97
--------------------------------------------------------------------------------
MSE: 231.21
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.06 | 2.39 | -0.03 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.10 | 0.28 | 3.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.17 | 0.33 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.01 | 0.09 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.05 | 1.30 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.33 | 2.06 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.10 | 0.33 | -0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.05 | 0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.09 | 0.40 | 0.22 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.07 | 0.91 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.06 | 0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.18 | 0.16 | -1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.13 | 0.11 | 1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.27 | 0.20 | 1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.13 | 0.40 | 0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.11 | 0.22 | -0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.09 | -0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.06 | 0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.03 | 0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.24 | 0.54 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.04 | 0.90 | -1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.20 | 0.24 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.06 | -0.26 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.00 | 0.00 | 0.36 | 0.72 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | 0.00 | 0.00 | 0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.00 | 0.00 | -0.78 | 0.43 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.00 | 0.00 | -0.82 | 0.41 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.00 | 0.00 | 1.19 | 0.24 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.00 | 0.00 | 0.51 | 0.61 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -0.03 | 0.98 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.26 | 0.04 | 6.27 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.00 | 0.00 | 0.22 | 0.83 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.01 | 0.00 | -1.87 | 0.06. |
| Dev. uniform) . URB | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.34 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -740.7514567243484
--------------------------------------------------------------------------------
bic: 1645.31
--------------------------------------------------------------------------------
MSE: 441.23
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -5.61 | 0.20 | -27.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.07 | 0.08 | 12.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.08 | 0.04 | 1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.53 | 0.11 | -4.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.15 | 0.09 | -1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.06 | -0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.35 | 0.13 | -2.62 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.03 | -0.03 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.29 | 0.09 | 3.28 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.00 | 0.01 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.02 | 0.01 | 2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -1.01 | 0.13 | -7.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.17 | 0.04 | 3.84 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.09 | -1.81 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.03 | 0.05 | 0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.00 | 0.00 | 8.86 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.03 | 0.00 | 17.04 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.01 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | -1.38 | 0.01 | -50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.01 | 0.00 | 26.40 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.11 | 0.00 | 26.77 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.26 | 0.01 | 42.34 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.66 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.13 | 0.01 | -14.62 | 0.00*** |
| lm_normal) . INCLANES | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.08 | 0.01 | 12.13 | 0.00*** |
| lm_normal) . MIMEDSH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.02 | 0.00 | -4.84 | 0.00*** |
| Dev. uniform) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.05 | 0.00 | -13.66 | 0.00*** |
| Dev. uniform) . MIMEDSH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.04 | 0.00 | 11.70 | 0.00*** |
| Dev. uniform) . URB | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -747.345475483992
--------------------------------------------------------------------------------
bic: 1653.71
--------------------------------------------------------------------------------
MSE: 335.57
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.47 | 0.39 | -1.22 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.18 | 0.15 | -1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.24 | 0.15 | -1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.27 | 0.26 | -1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.08 | -0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.05 | 0.12 | 0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.26 | 0.18 | -7.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.10 | 1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.03 | 0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.96 | 0.16 | 6.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.03 | 1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.06 | -1.20 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.01 | 0.07 | 0.16 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.11 | 0.12 | 0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.11 | 0.10 | 1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | -0.00 | 0.19 | -0.02 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.04 | 0.29 | -0.14 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.00 | 0.00 | -0.02 | 0.99 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.24 | 0.81 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | -0.00 | 0.00 | -0.12 | 0.91 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.00 | 0.00 | -0.23 | 0.82 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.00 | 0.00 | 0.43 | 0.66 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.00 | 0.01 | 0.07 | 0.94 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.00 | 0.01 | -0.07 | 0.94 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | -0.01 | 0.01 | -1.01 | 0.32 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.00 | 0.00 | 0.75 | 0.46 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.13 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -741.7376956866676
--------------------------------------------------------------------------------
bic: 1651.28
--------------------------------------------------------------------------------
MSE: 1664.51
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.17 | 1.64 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.35 | 0.30 | -1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.55 | 0.26 | -2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.47 | 0.60 | -0.78 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.07 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.09 | 0.21 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.01 | 0.27 | 0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.04 | 0.34 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.10 | 0.10 | 1.07 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.03 | 0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.03 | 0.04 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.13 | 0.25 | -4.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -2.11 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.05 | 1.50 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.04 | 0.03 | 1.61 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.95 | 0.10 | 9.78 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.11 | 0.13 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.32 | 0.15 | -2.20 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.00 | 0.25 | -0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.12 | 0.06 | 2.00 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.14 | 0.02 | 6.58 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.01 | 0.01 | 0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.03 | 0.00 | 17.44 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.04 | 0.00 | 27.78 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | -0.85 | 0.01 | -50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.02 | 0.00 | -9.84 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.41 | 0.01 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.11 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.00 | 0.00 | 5.10 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.01 | 0.00 | -29.65 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MXMEDSH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.4644303562881
--------------------------------------------------------------------------------
bic: 1680.42
--------------------------------------------------------------------------------
MSE: 294.81
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.13 | 0.51 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.45 | 0.40 | -1.14 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.13 | 0.18 | -0.70 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.15 | 0.19 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | -0.21 | 0.30 | -0.70 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.00 | 0.09 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.08 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.02 | 0.03 | -0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.17 | 0.49 | -2.39 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.14 | 0.08 | 1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.03 | 0.04 | 0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.05 | 0.08 | -0.56 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.32 | 0.18 | 7.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.07 | -0.85 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.08 | 0.25 | -0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -1.30 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.26 | 0.09 | 2.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.01 | 0.01 | -0.64 | 0.52 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.00 | 0.00 | 0.33 | 0.74 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.00 | 0.01 | -0.46 | 0.64 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.01 | 0.00 | -3.24 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -0.14 | 0.89 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.05 | 0.04 | 1.14 | 0.26 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.00 | 1.46 | 0.14 |
| Dev. normal) . MXGRADE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.10 | 0.01 | -6.75 | 0.00*** |
| Dev. uniform) . MXGRADE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.04 | 0.02 | 2.40 | 0.02* |
| Dev. uniform) . ADTLANE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | 0.04 | 0.16 | 0.27 | 0.79 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED: hetro group 0 | log | -0.34 | 0.52 | -0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE: hetro group 0 | log | -0.12 | 0.34 | -0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | 0.00 | 0.09 | 0.05 | 0.96 |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.19 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -751.0898008703564
--------------------------------------------------------------------------------
bic: 1680.28
--------------------------------------------------------------------------------
MSE: 342.96
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.66 | 0.20 | -3.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.95 | 0.10 | 9.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.31 | 0.13 | -2.39 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.04 | 0.08 | 0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.28 | 0.21 | -1.34 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.05 | 0.13 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.57 | 0.10 | -16.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.03 | 0.06 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.05 | 0.07 | -0.75 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.22 | 0.11 | -2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.06 | -1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.14 | 0.17 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.01 | 0.10 | 0.12 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.03 | 0.05 | 0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.04 | 0.04 | 1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.17 | 0.08 | 2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.18 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 0.12 | 0.01 | 11.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.00 | 0.00 | 0.72 | 0.47 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.02 | 0.01 | -3.55 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.03 | 0.01 | -3.21 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.00 | 0.01 | 0.30 | 0.76 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.00 | 0.00 | 1.42 | 0.16 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.00 | 0.00 | -0.72 | 0.47 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.06 | 0.01 | 10.58 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: DOUBLE: hetro | arcsinh | 0.09 | 0.19 | 0.46 | 0.65 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN: hetro group 0 | no | 0.01 | 0.08 | 0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES: hetro group 0 | no | -0.01 | 0.03 | -0.49 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 0 | arcsinh | 0.09 | 0.06 | 1.38 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| main: DOUBLE: hetro | | 0.07 | 0.02 | 3.75 | 0.00*** |
| group 0:tn_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.86 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -726.1691807862236
--------------------------------------------------------------------------------
bic: 1628.43
--------------------------------------------------------------------------------
MSE: 311.49
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.39 | 0.79 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.17 | 0.14 | 8.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.78 | 0.32 | -2.41 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.09 | 0.17 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.25 | 0.20 | 1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.23 | 0.07 | 3.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.02 | 0.05 | 0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.05 | 3.85 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.03 | 0.02 | 1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.38 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.08 | 0.13 | -0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.07 | 0.37 | -2.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.21 | 0.10 | -2.14 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.00 | 0.04 | 0.00 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.46 | 0.25 | -1.88 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.01 | 0.01 | -1.36 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.02 | 2.51 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.04 | 0.09 | 0.42 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.10 | 0.00 | -39.10 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.01 | 0.00 | 5.47 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | -0.06 | 0.01 | -9.68 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | 0.03 | 0.00 | 35.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.06 | 0.00 | 31.82 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.01 | 0.00 | 20.01 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.02 | 0.01 | 3.18 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.51 | 0.01 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.00 | 21.95 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | arcsinh | -0.03 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| CURVES (Std. Dev. | | | | | |
| triangular ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MINRAD: hetro | no | 0.01 | 0.02 | 0.47 | 0.64 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | 0.05 | 0.04 | 1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| main: MINRAD: hetro | | 0.02 | 0.01 | 1.70 | 0.09. |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -741.2826670691694
--------------------------------------------------------------------------------
bic: 1646.87
--------------------------------------------------------------------------------
MSE: 237.05
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.12 | 0.23 | -9.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.07 | 0.14 | 0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.20 | 0.10 | -1.92 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 3.53 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.03 | -1.33 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.06 | 0.17 | -0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.95 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 4.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.06 | 0.08 | -0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.34 | 0.18 | -1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.74 | 0.05 | -16.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -2.72 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.31 | 0.07 | 4.69 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.03 | 0.02 | -1.76 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.62 | 0.13 | -4.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.15 | 0.07 | 2.22 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.11 | 0.08 | -1.45 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.14 | 0.05 | 2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.20 | 0.10 | 11.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -1.43 | 0.02 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.27 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.04 | 0.00 | 14.66 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.02 | 0.00 | -23.87 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.16 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | no | -0.05 | 0.00 | -25.92 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | no | -0.29 | 0.18 | -1.64 | 0.10 |
| 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | log | -0.00 | 0.03 | -0.02 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 0 | | 0.34 | 0.14 | 2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | 0.23 | 0.09 | 2.54 | 0.01* |
| 0:uniform:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -750.0659480773795
--------------------------------------------------------------------------------
bic: 1675.23
--------------------------------------------------------------------------------
MSE: 343.85
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.24 | 1.35 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.99 | 0.15 | 6.52 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.36 | 0.12 | -2.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.07 | 0.13 | -0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.51 | 0.11 | 4.55 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 2.58 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.01 | 0.18 | -0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.03 | 0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.41 | 0.17 | -2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.25 | 0.07 | 3.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.02 | 0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.04 | -1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | 0.03 | 0.02 | 1.63 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.04 | 0.02 | 1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.01 | 0.01 | -0.46 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -3.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.15 | 0.07 | 2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.37 | 0.13 | -2.95 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.37 | 0.31 | -4.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.06 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.03 | 0.00 | 18.29 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.01 | 0.00 | -11.67 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.02 | 0.00 | -23.49 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.03 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.01 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.05 | 0.00 | 13.56 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.52 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.07 | 0.00 | -39.76 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.09 | 0.00 | -24.32 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.19 | 0.00 | -50.00 | 0.00*** |
| uniform) . INCLANES | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | -0.21 | 0.00 | -48.34 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| INCLANES (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.24 | 0.01 | 26.09 | 0.00*** |
| Dev. tn_normal) . SPEED | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -737.2468573358395
--------------------------------------------------------------------------------
bic: 1632.91
--------------------------------------------------------------------------------
MSE: 283.47
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.60 | 0.15 | -3.96 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.27 | 0.14 | -1.93 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.02 | 0.04 | -0.56 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.03 | 0.04 | -0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.08 | 0.04 | 2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.27 | 0.11 | 2.54 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.01 | 3.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.09 | 0.11 | -9.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.16 | 0.06 | 2.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.69 | 0.12 | -5.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.03 | 0.02 | 1.22 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.01 | 0.07 | 14.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.09 | 0.16 | -0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.02 | 1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.45 | 0.15 | -2.97 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.02 | 0.00 | 19.80 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.00 | 0.00 | 2.27 | 0.02* |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.42 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.41 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | 0.03 | 0.00 | 17.06 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.09 | 0.00 | 30.18 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.21 | 0.00 | 46.59 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | 0.02 | 0.00 | 13.61 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| LENGTH (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | 0.32 | 0.01 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.08 | 0.00 | -43.66 | 0.00*** |
| Dev. uniform) . LENGTH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.28 | 0.01 | -39.93 | 0.00*** |
| Dev. uniform) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.06 | 0.00 | 17.16 | 0.00*** |
| Dev. uniform) . | | | | | |
| MXGRDIFF (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -737.6507076436518
--------------------------------------------------------------------------------
bic: 1626.43
--------------------------------------------------------------------------------
MSE: 296.26
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.37 | 0.40 | -0.92 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.24 | 0.16 | 7.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.29 | 0.19 | -1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.50 | 0.20 | 2.50 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.02 | 0.19 | -0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.19 | 0.18 | -1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.38 | 0.20 | 1.92 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 1.69 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.04 | 0.11 | -0.39 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.53 | 0.22 | -6.86 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.16 | 0.08 | 1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.26 | 0.12 | 2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.03 | 0.03 | 0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.01 | 0.08 | -0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.03 | 1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.47 | 0.24 | -1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.06 | -0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.24 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.00 | 0.00 | -0.14 | 0.89 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.00 | 0.01 | 0.10 | 0.92 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.00 | 0.00 | -0.37 | 0.71 |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | sqrt | -0.18 | 0.12 | -1.45 | 0.15 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB: hetro group 0 | no | -0.28 | 0.13 | -2.09 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | no | -0.02 | 0.06 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | no | -0.05 | 0.05 | -0.85 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| main: WIDTH: hetro | | 0.08 | 0.02 | 3.62 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.90 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.1072972133742
--------------------------------------------------------------------------------
bic: 1631.95
--------------------------------------------------------------------------------
MSE: 286.71
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.64 | 0.49 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.03 | 0.11 | 9.22 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.21 | 0.20 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.14 | 0.10 | -1.41 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.10 | 0.02 | 4.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.62 | 0.19 | -8.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.07 | 0.03 | -2.24 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.00 | 0.01 | -0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.06 | 0.01 | 4.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.02 | 0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.02 | 0.01 | -2.62 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.14 | 0.04 | 3.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.54 | 0.22 | -2.41 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.19 | 0.23 | 0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.39 | 0.20 | 1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.63 | 0.10 | -6.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.07 | 0.08 | 0.91 | 0.36 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.27 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.08 | 0.01 | 14.35 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.00 | 0.00 | -0.21 | 0.84 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 1.14 | 0.01 | 50.00 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | 0.14 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | arcsinh | 0.01 | 0.00 | 1.72 | 0.09. |
| Dev. lm_normal) . URB | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | no | 0.14 | 0.17 | 0.84 | 0.40 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 0 | | 0.00 | 0.02 | 0.02 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | -0.05 | 0.02 | -2.57 | 0.01* |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -729.4983856449779
--------------------------------------------------------------------------------
bic: 1633.59
--------------------------------------------------------------------------------
MSE: 259.67
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.78 | 0.34 | -2.33 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.06 | 0.13 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.20 | 0.08 | -2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.11 | 0.11 | 0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.04 | -0.18 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.37 | 0.18 | -2.09 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.09 | 0.05 | 2.04 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.23 | 0.06 | 3.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.11 | 0.07 | 1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.74 | 0.17 | -4.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.02 | 2.42 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.07 | 0.04 | -1.94 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.03 | 0.04 | -0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.11 | 0.02 | 4.83 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.03 | 0.08 | 0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.01 | 1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.04 | 0.04 | 1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.76 | 0.11 | -16.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | no | 0.00 | 0.00 | 0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -1.41 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.02 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | 0.01 | 0.00 | 9.79 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.02 | 0.00 | 7.94 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.03 | 0.00 | 15.11 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.06 | 0.01 | -11.88 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.03 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.01 | 0.00 | -7.79 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.02 | 0.00 | 22.63 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | log | -0.00 | 0.00 | -4.99 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | arcsinh | 1.10 | 0.21 | 5.34 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN: hetro group 0 | | 0.24 | 0.14 | 1.77 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | | 0.34 | 0.02 | 13.81 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -721.4946182411279
--------------------------------------------------------------------------------
bic: 1607.80
--------------------------------------------------------------------------------
MSE: 258.73
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.64 | 0.64 | -1.01 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.35 | 0.20 | -1.76 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.05 | 0.16 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.04 | -1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.01 | 0.11 | 0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | 0.02 | 0.05 | 0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.02 | 2.80 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.01 | 0.01 | -0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.03 | 2.72 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.14 | 0.07 | 1.89 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.20 | 0.17 | -1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.10 | 0.16 | -6.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.08 | 0.05 | 1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.21 | 0.07 | 3.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.72 | 0.11 | -6.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.16 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.00 | 0.00 | -1.95 | 0.05. |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.03 | 0.00 | 17.10 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.02 | 0.00 | 10.71 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.02 | 0.00 | -13.62 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.02 | 0.00 | 19.52 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.01 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.01 | 0.00 | -3.26 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.05 | 0.00 | 28.88 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | arcsinh | 0.02 | 0.00 | 21.19 | 0.00*** |
| tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | no | 0.96 | 0.09 | 10.66 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH: hetro group 0 | arcsinh | 0.08 | 0.03 | 2.33 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 0 | | 0.11 | 0.07 | 1.60 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| main: LENGTH: hetro | | -0.03 | 0.01 | -2.70 | 0.01* |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.1033027643294
--------------------------------------------------------------------------------
bic: 1666.41
--------------------------------------------------------------------------------
MSE: 301.41
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.55 | 0.44 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.09 | 0.19 | 0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.22 | 0.17 | -1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.06 | -0.97 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.07 | 0.22 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.05 | -0.12 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.25 | 0.29 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.08 | 2.35 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.16 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.83 | 0.13 | 6.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.09 | 0.07 | -1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.58 | 0.32 | 1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.12 | 0.10 | 1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.42 | 0.24 | -5.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.13 | 0.23 | -0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.87 | 0.44 | -1.97 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.03 | 0.97 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.00 | 0.00 | -0.06 | 0.95 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.00 | 0.00 | 0.13 | 0.90 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.00 | 0.01 | -0.45 | 0.66 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -0.25 | 0.81 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.00 | 0.00 | 0.32 | 0.75 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.00 | 0.00 | 0.28 | 0.78 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.32 | 0.02 | 16.64 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.00 | 0.01 | 0.48 | 0.63 |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.00 | 0.00 | 0.05 | 0.96 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.14 | 0.01 | -11.72 | 0.00*** |
| normal) . DECLANES | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.01 | 0.00 | -3.40 | 0.00*** |
| Dev. uniform) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.00 | 0.00 | -0.46 | 0.65 |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.23 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -759.677988485825
--------------------------------------------------------------------------------
bic: 1701.35
--------------------------------------------------------------------------------
MSE: 246.30
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.10 | 0.87 | -0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.29 | 0.27 | -1.05 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.37 | 0.52 | -0.70 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.18 | 0.11 | -1.66 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.04 | 0.33 | 0.12 | 0.91 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.65 | 0.27 | 2.44 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.45 | 0.35 | 1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.01 | 0.05 | 0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.29 | 0.07 | 4.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.59 | 0.23 | -2.52 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.89 | 0.39 | -2.28 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.51 | 0.08 | 6.48 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.15 | 0.12 | 1.27 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.18 | 0.28 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.54 | 0.15 | 3.59 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.07 | 0.04 | -1.76 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.04 | 1.68 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.18 | 0.12 | 1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.45 | 0.08 | 5.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.35 | 0.13 | -2.66 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.48 | 0.30 | -1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.01 | 0.04 | 0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.17 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.03 | 0.00 | -10.18 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.01 | 0.00 | 4.43 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.07 | 0.01 | 12.40 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | 0.10 | 0.01 | 11.69 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.03 | 0.00 | 11.52 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.42 | 0.00 | -50.00 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.15 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.43 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . WIDTH | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -762.0834093544063
--------------------------------------------------------------------------------
bic: 1699.76
--------------------------------------------------------------------------------
MSE: 4769.89
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.63 | 0.28 | -2.28 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.12 | 0.24 | -0.50 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.01 | 0.03 | 0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.45 | 0.06 | 8.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.34 | 0.08 | 4.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.01 | 0.06 | 0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.31 | 0.05 | 5.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.01 | -0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.25 | 0.15 | 1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.31 | 0.13 | -2.29 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | 0.09 | 0.22 | 0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.02 | 0.41 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.02 | 0.02 | -0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.49 | 0.07 | -6.67 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.45 | 0.35 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.09 | 0.05 | 1.58 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.06 | 0.03 | 1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.08 | 0.01 | -10.77 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) uniform | | 0.32 | 0.01 | 38.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.16 | 0.00 | -39.68 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -11.70 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.03 | 0.00 | 24.48 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.47 | 0.01 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.10 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.04 | 0.00 | 18.88 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.17 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . DECLANES | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.06 | 0.00 | -28.35 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | sqrt | -0.07 | 0.00 | -24.22 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | no | -0.51 | 0.13 | -4.03 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | -0.00 | 0.04 | -0.02 | 0.98 |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | | 0.02 | 0.02 | 1.28 | 0.20 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.8342097602665
--------------------------------------------------------------------------------
bic: 1631.01
--------------------------------------------------------------------------------
MSE: 255.56
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.20 | 0.76 | -0.26 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.38 | 0.21 | -1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.46 | 0.11 | 4.07 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.05 | -0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | 0.06 | 0.20 | 0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.04 | 0.15 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.03 | 0.02 | -1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.99 | 0.26 | -3.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.33 | 0.10 | -3.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.18 | 0.06 | 2.83 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.98 | 0.09 | 10.40 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.17 | 0.14 | -1.25 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.12 | 0.09 | -1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.15 | 0.11 | -1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.30 | 0.15 | -2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.13 | 0.07 | 1.87 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.06 | 3.15 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.02 | 0.00 | 10.60 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.21 | 0.00 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.06 | 0.00 | 36.06 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.00 | 0.00 | -4.57 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.32 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRDIFF (Std. | | 0.07 | 0.01 | 12.27 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.01 | 0.00 | -4.68 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.25 | 0.01 | 44.70 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MXGRDIFF (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -779.983705552605
--------------------------------------------------------------------------------
bic: 1708.10
--------------------------------------------------------------------------------
MSE: 300.11
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.14 | 0.88 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.14 | 0.11 | -1.24 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.06 | 0.30 | -3.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.04 | 0.02 | 1.96 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.12 | 0.02 | 4.72 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.50 | 0.05 | 10.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.61 | 0.16 | 3.73 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.00 | 0.05 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.18 | 0.10 | -1.92 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.93 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.25 | 0.15 | -1.68 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.02 | 0.00 | -7.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.07 | 0.04 | 2.03 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.07 | 0.01 | -9.92 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | 0.12 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.01 | 0.00 | 5.08 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.04 | 0.00 | 29.81 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.06 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.01 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.02 | 0.00 | -18.95 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | no | 0.15 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| ADTLANE (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | -0.71 | 0.13 | -5.52 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | no | 0.07 | 0.04 | 1.68 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | no | -0.13 | 0.11 | -1.14 | 0.26 |
| 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE: hetro group 1 | | -0.00 | 0.07 | -0.04 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | -0.05 | 0.04 | -1.02 | 0.31 |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | -0.22 | 0.11 | -2.10 | 0.04* |
| 1:uniform:sd hetro | | | | | |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -719.0513027674722
--------------------------------------------------------------------------------
bic: 1618.09
--------------------------------------------------------------------------------
MSE: 896.31
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.74 | 0.56 | -1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.97 | 0.08 | 11.68 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.26 | 0.15 | -1.73 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.59 | 0.20 | 2.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | 0.16 | 0.17 | 0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.25 | 0.18 | 1.44 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.03 | 2.42 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.15 | 0.41 | -2.83 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.23 | 0.06 | 3.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.09 | 0.03 | -2.66 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.47 | 0.16 | -2.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.27 | 0.17 | -1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.02 | 0.06 | 0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | no | -0.08 | 0.03 | -2.76 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.30 | 0.25 | 1.21 | 0.23 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.02 | 2.05 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.09 | 0.20 | -0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.06 | 0.07 | 0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.08 | 0.08 | -1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.01 | 0.00 | -25.30 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.00 | 0.00 | 6.20 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) | | 0.77 | 0.02 | 44.27 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.02 | 0.00 | 14.40 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.00 | 0.00 | -6.85 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.01 | 0.00 | 5.31 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.01 | 0.00 | 14.95 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.01 | 0.00 | 7.46 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.05 | 0.01 | 4.83 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | -0.01 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.14 | 0.01 | 21.01 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.01 | 0.01 | -1.07 | 0.29 |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.7397480932848
--------------------------------------------------------------------------------
bic: 1621.43
--------------------------------------------------------------------------------
MSE: 551.28
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.54 | 0.13 | -4.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.34 | 0.10 | 13.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.39 | 0.09 | -14.89 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.04 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.04 | -0.57 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.01 | 0.02 | 0.78 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.01 | 0.08 | 0.11 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.11 | 0.05 | -2.23 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.02 | 0.01 | 1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.67 | 0.10 | -6.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.08 | 0.13 | -0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.02 | 1.15 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.03 | 0.19 | 0.17 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.12 | 0.02 | 5.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.37 | 0.08 | -4.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.09 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.06 | 0.00 | 29.92 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.09 | 0.01 | 15.02 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.01 | 0.00 | 5.79 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.16 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.04 | 0.00 | 33.13 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | -0.02 | 0.01 | -2.76 | 0.01* |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.62 | 0.01 | 50.00 | 0.00*** |
| uniform) . MXMEDSH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -764.1268489791762
--------------------------------------------------------------------------------
bic: 1697.96
--------------------------------------------------------------------------------
MSE: 344.89
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.73 | 0.85 | -0.86 | 0.39 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.05 | 0.19 | -0.27 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.03 | 0.03 | -1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.47 | 0.14 | 3.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.18 | 0.10 | -1.83 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.08 | 0.04 | -2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | arcsinh | 0.18 | 0.11 | 1.61 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.04 | 0.02 | 1.93 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.07 | 0.01 | 6.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.12 | 0.08 | 1.54 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.24 | 0.08 | 3.04 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -3.16 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.07 | 0.23 | -0.32 | 0.75 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.16 | 0.07 | 2.26 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.00 | 0.02 | 0.00 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.62 | 0.17 | -3.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.87 | 0.24 | -7.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.14 | 0.06 | 2.45 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.50 | 0.06 | 8.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.02 | 0.02 | -1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.26 | 0.18 | -1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.09 | 0.00 | 42.61 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.06 | 0.00 | 33.58 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.03 | 0.00 | 44.98 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.05 | 0.00 | 9.94 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | 0.25 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | -0.16 | 0.00 | -39.17 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -9.45 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INCLANES (Std. | | 0.26 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -737.0065911056973
--------------------------------------------------------------------------------
bic: 1668.29
--------------------------------------------------------------------------------
MSE: 4946.70
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.41 | 0.74 | -0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.63 | 0.19 | -3.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.03 | 0.12 | -0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.13 | 0.08 | 1.53 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.02 | 0.03 | 0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.06 | 0.17 | -0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.07 | 0.11 | 0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.07 | 0.03 | 2.58 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | -0.04 | 0.03 | -1.22 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.28 | 0.18 | -1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.04 | 0.05 | 0.78 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.16 | 0.09 | 1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 1.05 | 0.10 | 10.76 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.07 | 0.02 | 3.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.04 | 0.04 | -0.98 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.17 | 0.10 | 1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.13 | 0.08 | -1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 1.65 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.04 | 0.05 | 0.79 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.35 | 0.46 | -2.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.01 | 0.02 | 0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.23 | 0.13 | -1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.00 | 0.00 | -1.41 | 0.16 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | 0.00 | 0.00 | 7.85 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.01 | 0.00 | -7.28 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.19 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.03 | 0.00 | 7.02 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.05 | 0.00 | 29.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.01 | 0.00 | 9.89 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | -0.00 | 0.00 | -0.87 | 0.39 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -6.48 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: PEAKHR (Std. | | -0.10 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.04 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.19 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . PEAKHR | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -765.6180241550358
--------------------------------------------------------------------------------
bic: 1696.54
--------------------------------------------------------------------------------
MSE: 256.11
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.58 | 0.58 | -1.01 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.13 | 0.14 | -0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.04 | -1.37 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | -0.01 | 0.19 | -0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.08 | 0.14 | 0.55 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.06 | 0.09 | 0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.51 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.72 | 0.32 | -5.46 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -2.54 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.97 | 0.12 | 7.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.23 | 0.10 | -2.37 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.08 | 0.12 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.13 | 0.24 | -0.53 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.17 | 0.20 | 0.83 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.09 | 0.03 | 3.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.08 | 0.14 | 0.56 | 0.58 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.04 | 0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.04 | 0.06 | -0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.18 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.07 | 0.00 | 44.08 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.09 | 0.00 | -24.20 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.08 | 0.00 | 41.88 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.02 | 0.00 | -6.58 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.19 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.06 | 0.00 | -28.38 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.21 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.01 | 0.00 | 7.50 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.01 | 0.00 | 4.22 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | 0.01 | 0.00 | 5.33 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| SINGLE (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -750.3086438388592
--------------------------------------------------------------------------------
bic: 1655.14
--------------------------------------------------------------------------------
MSE: 3793.31
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.32 | 0.95 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.60 | 0.41 | -1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.29 | 0.09 | -3.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.03 | 2.05 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.14 | 0.18 | -0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.06 | 0.12 | -0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.08 | 0.05 | -1.54 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.09 | 0.08 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.26 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.15 | 0.11 | 10.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.11 | 0.14 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.05 | -0.08 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.35 | 0.11 | -3.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.15 | 0.06 | 2.53 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.06 | 0.04 | 1.35 | 0.18 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -2.82 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.18 | 0.07 | 2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.15 | 0.01 | -28.39 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.15 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.21 | 0.01 | 19.60 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.05 | 0.01 | -5.40 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.20 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | 0.00 | 0.00 | 6.53 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.05 | 0.00 | -31.77 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.02 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MEDWIDTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.01 | 0.00 | 3.21 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| MEDWIDTH (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.37 | 0.00 | -50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| FRICTION (Std. Dev. | | | | | |
| tn_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -735.8647138864509
--------------------------------------------------------------------------------
bic: 1645.43
--------------------------------------------------------------------------------
MSE: 5121.44
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.12 | 0.34 | -0.35 | 0.73 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.97 | 0.13 | 7.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.04 | 0.03 | 1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.38 | 0.14 | 2.75 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.85 | 0.34 | -2.46 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.30 | 0.11 | -2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.04 | -0.38 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.02 | 0.02 | 0.65 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.01 | 0.04 | 0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.02 | 0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.25 | 0.24 | -1.05 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.07 | 1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.16 | 0.14 | 1.11 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.17 | 0.12 | 1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.18 | 0.25 | 0.72 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | -0.04 | 0.07 | -0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.08 | 0.04 | -2.26 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.04 | 0.02 | 1.85 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.86 | 0.35 | -2.48 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -1.70 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.04 | 0.00 | 15.10 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | -0.01 | 0.00 | -4.46 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.01 | 0.00 | 6.35 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | | -0.00 | 0.00 | -3.99 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FRICTION (Std. | no | -0.14 | 0.00 | -34.36 | 0.00*** |
| Dev. normal) . MINRAD | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | no | -0.53 | 0.12 | -4.25 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC: hetro group 0 | log | -0.04 | 0.04 | -1.09 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE: hetro group 0 | log | 0.13 | 0.15 | 0.89 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.15 | 0.09 | -1.68 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| main: INCLANES: hetro | | 0.16 | 0.01 | 15.09 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -756.1717824969274
--------------------------------------------------------------------------------
bic: 1666.37
--------------------------------------------------------------------------------
MSE: 23931.89
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.63 | 0.18 | -3.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 1.02 | 0.06 | 16.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.71 | 0.20 | -3.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | 0.04 | 0.10 | 0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.04 | -0.41 | 0.68 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.26 | 0.08 | -3.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.07 | 0.02 | 3.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | -0.04 | 0.03 | -1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.00 | 0.12 | 0.02 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.06 | 0.03 | -1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -0.61 | 0.23 | -2.62 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.03 | -0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | 0.00 | 0.05 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.38 | 0.08 | -4.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | 0.00 | 0.04 | 0.02 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.13 | 0.05 | 2.42 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | -0.85 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.01 | 0.00 | 25.21 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.09 | 0.01 | 16.59 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.03 | 0.00 | 9.02 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.10 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.00 | 0.01 | 0.74 | 0.46 |
| Dev. lm_normal) . URB | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.06 | 0.00 | -32.08 | 0.00*** |
| Dev. normal) . URB | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | arcsinh | 0.09 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . MIGRADE | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | no | -0.67 | 0.23 | -2.97 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR: hetro group 0 | | 0.04 | 0.03 | 1.50 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | | 0.17 | 0.01 | 14.66 | 0.00*** |
| group 0:normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -753.8835952669233
--------------------------------------------------------------------------------
bic: 1673.58
--------------------------------------------------------------------------------
MSE: 352.91
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.36 | 1.83 | -0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.04 | 0.14 | 7.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | 0.20 | 0.29 | 0.69 | 0.49 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.19 | 0.41 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.08 | 0.06 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.39 | 0.28 | 1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 0.67 | 0.50 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.03 | 1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.02 | 0.04 | 0.45 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.26 | 0.35 | -3.63 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.14 | 0.07 | 1.93 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.18 | 0.06 | 3.21 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.03 | 0.07 | -0.52 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.96 | 0.30 | -3.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.12 | 0.05 | -2.30 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | -0.08 | 0.18 | -0.44 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.03 | 0.04 | 0.82 | 0.41 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.01 | 0.04 | 0.30 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.02 | 0.04 | 0.62 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.14 | 0.11 | 1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.02 | 0.20 | 0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.12 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) normal | | 0.02 | 0.00 | 8.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE (Std. Dev.) | | 0.17 | 0.01 | 22.59 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.01 | 0.00 | -6.21 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.05 | 0.00 | 45.09 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.12 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.02 | 0.01 | -3.71 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.10 | 0.01 | 18.57 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.01 | 0.00 | -2.74 | 0.01* |
| Dev. uniform) . TRAIN | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -725.4028850326213
--------------------------------------------------------------------------------
bic: 1636.19
--------------------------------------------------------------------------------
MSE: 234.31
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.29 | 0.35 | -0.83 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.96 | 0.10 | 9.50 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.45 | 0.16 | -2.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.06 | 0.08 | -0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.56 | 0.12 | 4.59 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -0.57 | 0.18 | -3.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.20 | 0.10 | -1.92 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.04 | -0.16 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | 0.01 | 0.17 | 0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.38 | 0.21 | 1.86 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.02 | 3.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.17 | 0.08 | 2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.31 | 0.18 | -7.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.16 | 0.06 | 2.56 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.05 | 3.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | -0.03 | 0.07 | -0.45 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.40 | 0.15 | -2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.16 | 0.08 | -1.88 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | no | 0.05 | 0.03 | 1.64 | 0.10 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.02 | -0.17 | 0.86 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.12 | 0.03 | -4.05 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.01 | 0.02 | 0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.02 | 0.04 | 0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.02 | 0.00 | 4.63 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.01 | 0.00 | -3.39 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.04 | 0.00 | 32.77 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.05 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -2.20 | 0.03* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | 0.28 | 0.00 | 50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.00 | 0.00 | 1.83 | 0.07. |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.04 | 0.00 | -47.42 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | -0.03 | 0.00 | -27.94 | 0.00*** |
| Dev. uniform) . MIMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | -0.21 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| MIMEDSH (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.02 | 0.00 | 8.06 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| CURVES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -768.1163885306814
--------------------------------------------------------------------------------
bic: 1686.36
--------------------------------------------------------------------------------
MSE: 559.51
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.49 | 0.36 | -1.36 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.61 | 0.12 | -5.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.03 | 0.84 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.16 | 0.28 | -4.17 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.33 | 0.21 | 1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.43 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.03 | 1.18 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.39 | 0.30 | -1.29 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.04 | 1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.35 | 0.08 | -4.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.45 | 0.11 | 4.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.10 | 0.03 | 3.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.06 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.00 | 0.19 | -0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.52 | 0.06 | 9.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | arcsinh | 0.05 | 0.22 | 0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.07 | 0.09 | 0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -0.09 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.14 | 0.00 | 43.76 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | -0.02 | 0.00 | -6.03 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | 0.00 | 0.00 | 1.44 | 0.15 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 1.19 | 0.01 | 50.00 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | 0.04 | 0.01 | 5.50 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | no | -0.71 | 0.01 | -50.00 | 0.00*** |
| triangular) . SINGLE | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | no | -0.19 | 0.11 | -1.76 | 0.08. |
| 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 0 | | 0.00 | 0.02 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | 0.01 | 0.05 | 0.15 | 0.88 |
| 0:uniform:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -744.154048120513
--------------------------------------------------------------------------------
bic: 1653.12
--------------------------------------------------------------------------------
MSE: 350.14
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.21 | 0.54 | -0.38 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.25 | 0.22 | -1.12 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.02 | 0.45 | -2.26 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.18 | -1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.05 | 0.10 | -0.52 | 0.61 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.23 | 0.21 | 1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.18 | 0.18 | -0.97 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -1.85 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.37 | 0.16 | -2.31 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.19 | 0.06 | 3.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.35 | 0.11 | 3.09 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.08 | 0.10 | 10.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | -0.05 | 0.37 | -0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.10 | 0.12 | -0.77 | 0.44 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.04 | 0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.23 | 0.15 | 1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | 0.00 | 0.23 | 0.01 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.04 | -0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.10 | 0.05 | 2.02 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.08 | 0.01 | 5.92 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE (Std. Dev.) | | 0.03 | 0.01 | 4.74 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.08 | 0.01 | 16.03 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.50 | 0.01 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.31 | 0.01 | 44.31 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.02 | 0.01 | 3.06 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.14 | 0.00 | -30.62 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIGRADE (Std. | | 0.01 | 0.01 | 1.41 | 0.16 |
| Dev. normal) . DECLANES | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | -0.06 | 0.00 | -18.43 | 0.00*** |
| Dev. uniform) . | | | | | |
| DECLANES (Std. Dev. | | | | | |
| uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXGRADE (Std. | | 0.05 | 0.00 | 24.94 | 0.00*** |
| Dev. uniform) . MIGRADE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -746.1718356094021
--------------------------------------------------------------------------------
bic: 1662.55
--------------------------------------------------------------------------------
MSE: 3128.34
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.26 | 0.43 | -2.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.38 | 0.10 | -3.69 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.19 | 0.10 | -1.92 | 0.06. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.00 | 0.05 | -0.07 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | sqrt | -0.21 | 0.17 | -1.24 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | -0.25 | 0.23 | -1.10 | 0.27 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -1.31 | 0.12 | -11.13 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.23 | 0.07 | 3.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.01 | 0.23 | 0.82 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.41 | 0.14 | 2.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.13 | 0.09 | 1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.03 | 0.04 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.02 | 0.08 | 0.30 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.24 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.10 | 0.08 | 1.27 | 0.21 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.32 | 0.08 | 3.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH (Std. Dev.) | | -1.49 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.04 | 0.00 | 17.62 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | -0.05 | 0.00 | -14.90 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | -0.08 | 0.00 | -50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.06 | 0.00 | 23.57 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.04 | 0.00 | 26.08 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | -0.03 | 0.01 | -2.74 | 0.01* |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | | 0.06 | 0.00 | 15.15 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: CURVES (Std. | arcsinh | -0.01 | 0.00 | -4.89 | 0.00*** |
| Dev. uniform) . TANGENT | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | no | 0.46 | 0.07 | 6.24 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS: hetro group 0 | sqrt | -0.18 | 0.18 | -1.02 | 0.31 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | no | -0.01 | 0.00 | -3.48 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 0 | | -0.03 | 0.02 | -1.22 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| main: GRADEBR: hetro | | 0.02 | 0.00 | 9.78 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -739.9107494936579
--------------------------------------------------------------------------------
bic: 1650.52
--------------------------------------------------------------------------------
MSE: 414.49
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.11 | 0.87 | -0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 1.14 | 0.10 | 11.91 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.62 | 0.18 | 3.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.15 | 0.33 | -0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.14 | 0.17 | 0.85 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.03 | 0.04 | -0.65 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.02 | 2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.20 | 0.20 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.12 | 0.12 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.22 | 0.12 | 1.84 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.37 | 0.20 | -1.85 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.40 | 0.24 | -1.71 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | arcsinh | -0.23 | 0.41 | -0.56 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.36 | 0.13 | -2.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.10 | 0.08 | -1.33 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | arcsinh | -0.96 | 0.56 | -1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.00 | 0.01 | -0.21 | 0.83 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -1.09 | 0.01 | -50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.01 | 0.00 | 2.62 | 0.01* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.04 | 0.00 | 42.73 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.73 | 0.01 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.04 | 0.00 | -11.05 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.03 | 0.00 | 34.04 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.05 | 0.00 | 49.20 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.00 | 0.00 | -2.16 | 0.03* |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | log | 0.02 | 0.00 | 46.54 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | no | -0.60 | 0.27 | -2.19 | 0.03* |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH: hetro group 0 | | -0.02 | 0.04 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| main: SPEED: hetro | | 0.18 | 0.03 | 5.12 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -743.5431594499116
--------------------------------------------------------------------------------
bic: 1657.79
--------------------------------------------------------------------------------
MSE: 379.62
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.27 | 0.17 | -7.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.35 | 0.16 | -2.10 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.08 | 0.09 | -0.83 | 0.40 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.51 | 0.09 | -5.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.23 | 0.11 | 2.18 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.32 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.05 | 0.03 | 1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | -0.00 | 0.02 | -0.06 | 0.95 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.70 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.32 | 0.20 | -1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.04 | 0.07 | 0.58 | 0.56 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.23 | 0.08 | 2.79 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.59 | 0.18 | -3.35 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.03 | 0.04 | 0.80 | 0.43 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.01 | 0.02 | -0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.18 | 0.06 | 2.94 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | arcsinh | -0.09 | 0.07 | -1.30 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.17 | 0.11 | 10.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.47 | 0.19 | 2.48 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.95 | 0.09 | -10.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.13 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.01 | 0.00 | 15.01 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | 0.00 | 0.00 | 0.72 | 0.47 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG (Std. Dev.) | | 0.13 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | 0.13 | 0.00 | 29.30 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.45 | 0.01 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.62 | 0.01 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.03 | 0.00 | 27.31 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MXMEDSH (Std. | | 0.49 | 0.01 | 50.00 | 0.00*** |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.02 | 0.00 | -6.16 | 0.00*** |
| triangular) . LENGTH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.16 | 0.00 | -43.31 | 0.00*** |
| triangular) . MXMEDSH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -749.987359633319
--------------------------------------------------------------------------------
bic: 1668.78
--------------------------------------------------------------------------------
MSE: 228.82
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -2.80 | 0.21 | -13.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.89 | 0.17 | 5.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.56 | 0.28 | -1.99 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.05 | 0.04 | 1.14 | 0.26 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.00 | 0.09 | 0.05 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.12 | 0.05 | -2.48 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.07 | -0.15 | 0.88 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.03 | 0.14 | -0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.04 | 0.37 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.22 | 0.50 | -0.43 | 0.66 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.48 | 0.12 | 4.06 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.54 | 0.59 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | 0.00 | 0.02 | 0.08 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.02 | 0.02 | 0.95 | 0.34 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | 0.00 | 0.21 | 0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.15 | 0.12 | 1.23 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.02 | 0.07 | -0.25 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.60 | 0.04 | -14.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.27 | 0.09 | 3.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR (Std. Dev.) | | -0.00 | 0.00 | -0.12 | 0.91 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE (Std. Dev.) | | 0.00 | 0.00 | 0.04 | 0.96 |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT (Std. Dev.) | | -0.00 | 0.01 | -0.47 | 0.64 |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE (Std. Dev.) | | -0.00 | 0.03 | -0.11 | 0.91 |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.27 | 0.01 | -50.00 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -0.28 | 0.78 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | -0.00 | 0.01 | -0.03 | 0.97 |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.14 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . MIMEDSH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.01 | 0.00 | 1.39 | 0.17 |
| Dev. normal) . MIMEDSH | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: INTECHAG (Std. | | 0.01 | 0.02 | 0.23 | 0.82 |
| Dev. normal) . ADTLANE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| nb | | 2.74 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -743.6912819314379
--------------------------------------------------------------------------------
bic: 1689.95
--------------------------------------------------------------------------------
MSE: 247.50
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.39 | 0.53 | -2.61 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.18 | 0.17 | -1.03 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.06 | 0.04 | 1.59 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.45 | 0.10 | -4.66 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | log | -0.31 | 0.24 | -1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | sqrt | 0.21 | 0.17 | 1.22 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 1.85 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.01 | 0.06 | -0.13 | 0.90 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.08 | 0.03 | 3.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.00 | 0.03 | 0.07 | 0.94 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.19 | 0.05 | 3.44 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.20 | 0.11 | 1.75 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.95 | 0.23 | 4.19 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.36 | 0.20 | -1.78 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.73 | 0.12 | -6.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.12 | 0.08 | 1.49 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.01 | 0.02 | 0.60 | 0.55 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.03 | 0.04 | 0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.03 | 0.01 | -2.25 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.03 | 0.03 | -0.90 | 0.37 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.05 | -0.52 | 0.60 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.04 | 0.09 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.40 | 0.19 | -2.08 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.02 | 0.00 | -15.48 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | 0.22 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.01 | 0.00 | -11.77 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | 0.01 | 0.00 | 1.77 | 0.08. |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | 0.02 | 0.00 | 33.72 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH (Std. Dev.) | | 0.04 | 0.00 | 11.13 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.00 | 0.00 | 14.21 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW (Std. Dev.) | | -0.01 | 0.00 | -4.61 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: FC (Std. Dev. | | -0.60 | 0.01 | -50.00 | 0.00*** |
| triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | -0.14 | 0.01 | -25.16 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | -0.08 | 0.00 | -45.59 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: GRADEBR (Std. | | 0.34 | 0.01 | 24.65 | 0.00*** |
| Dev. lm_normal) . FC | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.97 | 0.02 | 50.00 | 0.00*** |
| Dev. lm_normal) . FC | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ACCESS (Std. | | 0.21 | 0.01 | 31.32 | 0.00*** |
| Dev. lm_normal) . | | | | | |
| GRADEBR (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -745.0334376137718
--------------------------------------------------------------------------------
bic: 1649.98
--------------------------------------------------------------------------------
MSE: 199.32
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.07 | 0.65 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.47 | 0.12 | 4.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.18 | 0.10 | -1.72 | 0.09. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.03 | 0.03 | -1.05 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.00 | 0.01 | -0.00 | 1.00 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.02 | 0.08 | -0.31 | 0.76 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.27 | 0.79 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.07 | 0.11 | 9.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.17 | 0.12 | -1.43 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.56 | 0.28 | -2.03 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | -0.05 | 0.03 | -1.51 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.43 | 0.29 | -1.46 | 0.15 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.03 | 0.04 | -0.64 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | arcsinh | -0.06 | 0.08 | -0.73 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.18 | 0.09 | -2.05 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.24 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.17 | 0.00 | -50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH (Std. Dev.) | | 0.04 | 0.00 | 25.22 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | 0.11 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | -0.02 | 0.00 | -23.26 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | 0.01 | 0.00 | 10.49 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TANGENT (Std. | | 0.23 | 0.01 | 19.49 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.04 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | no | -0.03 | 0.00 | -22.54 | 0.00*** |
| Dev. uniform) . TANGENT | | | | | |
| (Std. Dev. triangular | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | no | -0.01 | 0.04 | -0.13 | 0.90 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE: hetro group 0 | arcsinh | -0.01 | 0.05 | -0.28 | 0.78 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -0.83 | 0.24 | -3.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: SINGLE: hetro | | -0.09 | 0.01 | -7.84 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -727.7010579351372
--------------------------------------------------------------------------------
bic: 1642.79
--------------------------------------------------------------------------------
MSE: 467.38
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.43 | 0.44 | -0.99 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | sqrt | 0.85 | 0.09 | 9.01 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.18 | 0.20 | -0.88 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.04 | 0.03 | 1.04 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.19 | 0.09 | -1.98 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.04 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.00 | 0.11 | 0.03 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.03 | 0.01 | 2.07 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT | no | 0.00 | 0.02 | 0.17 | 0.87 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.01 | 0.02 | 0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.23 | 0.05 | 4.20 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.47 | 0.64 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.30 | 0.17 | -1.75 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.02 | 1.14 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.06 | 0.15 | -0.38 | 0.71 |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.27 | 0.07 | 3.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | arcsinh | -1.55 | 0.12 | -12.45 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.08 | 0.05 | -1.62 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.03 | 0.02 | 1.74 | 0.08. |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.01 | 0.00 | -4.03 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.01 | 0.00 | 31.41 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.08 | 0.00 | -44.44 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.00 | 0.00 | 2.60 | 0.01* |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | -0.16 | 0.01 | -26.39 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | -0.11 | 0.00 | -49.82 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.03 | 0.00 | 33.59 | 0.00*** |
| Dev. tn_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.00 | 0.00 | 16.55 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SINGLE (Std. | | 0.01 | 0.00 | 1.51 | 0.13 |
| Dev. normal) . SPEED | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.02 | 0.00 | 15.41 | 0.00*** |
| Dev. tn_normal) . SPEED | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | 0.01 | 0.00 | 50.00 | 0.00*** |
| Dev. tn_normal) . | | | | | |
| SINGLE (Std. Dev. | | | | | |
| normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.02 | 0.00 | 24.62 | 0.00*** |
| Dev. normal) . SPEED | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | 0.01 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) . SINGLE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.00 | 0.00 | -50.00 | 0.00*** |
| Dev. normal) . MINRAD | | | | | |
| (Std. Dev. tn_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -752.1345378672675
--------------------------------------------------------------------------------
bic: 1647.50
--------------------------------------------------------------------------------
MSE: 785.56
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -4.31 | 0.57 | -7.62 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.95 | 0.09 | 10.27 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.06 | 0.02 | 3.64 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | no | -0.00 | 0.01 | -0.06 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.47 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.03 | 0.03 | -0.94 | 0.35 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.10 | 0.05 | 2.28 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.28 | 0.05 | 5.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.09 | 0.04 | -2.19 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.03 | 0.04 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.26 | 0.20 | -1.28 | 0.20 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.63 | 0.07 | -9.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.02 | 0.03 | -0.87 | 0.38 |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | 0.07 | 0.00 | 37.77 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE (Std. Dev.) | | 0.07 | 0.01 | 8.79 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.06 | 0.00 | 23.58 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MIMEDSH (Std. | | -0.37 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | | -0.02 | 0.00 | -30.04 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MINRAD (Std. | no | 0.11 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) . MIMEDSH | | | | | |
| (Std. Dev. lm_normal | | | | | |
| ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: FRICTION: hetro | sqrt | -0.05 | 0.01 | -6.11 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | no | -0.01 | 0.00 | -5.74 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW: hetro group 0 | arcsinh | -0.00 | 0.01 | -0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | arcsinh | 0.11 | 0.13 | 0.85 | 0.39 |
| group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| TANGENT: hetro group 1 | | 0.04 | 0.06 | 0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| main: FRICTION: hetro | | -0.01 | 0.00 | -8.56 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: PEAKHR: hetro | | 0.03 | 0.02 | 1.30 | 0.20 |
| group 1:uniform:sd | | | | | |
| hetro group 1 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -728.0292000663637
--------------------------------------------------------------------------------
bic: 1605.19
--------------------------------------------------------------------------------
MSE: 320.38
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -1.23 | 0.32 | -3.90 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.17 | 0.21 | -0.81 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.01 | 0.04 | 0.20 | 0.84 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.04 | 0.04 | -0.99 | 0.33 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.55 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.02 | 0.02 | 0.74 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.24 | 0.06 | 4.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.87 | 0.08 | 10.25 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.26 | 0.24 | -1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | arcsinh | 0.20 | 0.08 | 2.48 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | 0.01 | 0.02 | 0.36 | 0.72 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.51 | 0.14 | -3.71 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | sqrt | -0.00 | 0.00 | -2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | -0.01 | 0.02 | -0.76 | 0.45 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.04 | 0.00 | -16.58 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES (Std. Dev.) | | -0.01 | 0.00 | -8.29 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF (Std. Dev.) | | -0.06 | 0.00 | -27.09 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -1.17 | 0.24 |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.05 | 0.00 | -16.27 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: ADTLANE (Std. | | -0.01 | 0.00 | -50.00 | 0.00*** |
| Dev. lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | | -0.02 | 0.00 | -8.69 | 0.00*** |
| Dev. triangular) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVESNOW (Std. | no | 0.02 | 0.00 | 19.28 | 0.00*** |
| Dev. triangular) . | | | | | |
| ADTLANE (Std. Dev. | | | | | |
| lm_normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | arcsinh | -0.17 | 0.11 | -1.53 | 0.13 |
| 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | log | 0.09 | 0.03 | 3.42 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | sqrt | -1.63 | 0.11 | -14.29 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE: hetro group 0 | | 0.11 | 0.08 | 1.31 | 0.19 |
+-------------------------+---------+-------+----------+----------+------------+
| main: URB: hetro group | | 0.06 | 0.03 | 1.76 | 0.08. |
| 0:uniform:sd hetro | | | | | |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -736.3516414910531
--------------------------------------------------------------------------------
bic: 1622.33
--------------------------------------------------------------------------------
MSE: 277.38
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.38 | 0.25 | -1.52 | 0.13 |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.02 | 0.03 | 0.63 | 0.53 |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.01 | 0.13 | 0.09 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | -0.04 | 0.07 | -0.61 | 0.54 |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | 0.00 | 0.02 | 0.20 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.26 | 0.18 | -1.43 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.01 | 0.03 | -0.46 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | log | -1.42 | 0.22 | -6.51 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.20 | 0.05 | 3.88 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.01 | 0.01 | 0.49 | 0.62 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.05 | 0.09 | 12.02 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.23 | 0.16 | -1.42 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.42 | 0.10 | -3.98 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.10 | 0.04 | -2.63 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| DECLANES | no | -0.19 | 0.17 | -1.07 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.09 | 0.07 | -1.22 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | -0.23 | 0.00 | -50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| URB (Std. Dev.) normal | | 0.82 | 0.00 | 50.00 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) | | -0.02 | 0.00 | -26.99 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DECLANES (Std. | | 0.63 | 0.01 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | 0.04 | 0.00 | 46.30 | 0.00*** |
| uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | no | -0.14 | 0.00 | -36.66 | 0.00*** |
| uniform) . DECLANES | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | no | 0.10 | 0.02 | 4.91 | 0.00*** |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE: hetro group 0 | arcsinh | 0.05 | 0.01 | 3.93 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE: hetro group 0 | | -0.16 | 0.09 | -1.82 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| main: MXMEDSH: hetro | | 0.03 | 0.00 | 8.89 | 0.00*** |
| group 0:lm_normal:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -752.7633752497845
--------------------------------------------------------------------------------
bic: 1677.23
--------------------------------------------------------------------------------
MSE: 7742.02
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.05 | 0.56 | -0.10 | 0.92 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | no | 0.09 | 0.02 | 4.11 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -0.14 | 0.29 | -0.48 | 0.63 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.11 | 0.10 | -1.08 | 0.28 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.01 | 0.04 | -0.33 | 0.74 |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.02 | 0.04 | -0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.05 | 0.02 | 3.37 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.03 | 0.08 | 0.40 | 0.69 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.41 | 0.18 | -2.21 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | 0.05 | 0.04 | 1.43 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| SLOPE | no | 0.07 | 0.06 | 1.22 | 0.22 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.33 | 0.07 | 4.87 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | no | 0.22 | 0.03 | 8.33 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.72 | 0.16 | -4.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | arcsinh | 0.25 | 0.18 | 1.39 | 0.17 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | log | -0.33 | 0.10 | -3.39 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | sqrt | 0.29 | 0.08 | 3.43 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | log | -0.09 | 0.31 | -0.29 | 0.77 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | 0.02 | 0.04 | 0.45 | 0.65 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH (Std. Dev.) | | 0.10 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | -0.10 | 0.00 | -50.00 | 0.00*** |
| lm_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.02 | 0.00 | -14.90 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.16 | 0.00 | 33.40 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: WIDTH (Std. Dev. | | -0.14 | 0.00 | -50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | | -0.01 | 0.00 | -5.64 | 0.00*** |
| lm_normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: TRAIN (Std. Dev. | no | 0.18 | 0.00 | 50.00 | 0.00*** |
| lm_normal) . WIDTH | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | arcsinh | 0.05 | 0.03 | 1.52 | 0.13 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD: hetro group 0 | arcsinh | 0.03 | 0.02 | 1.47 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION: hetro group 0 | | -1.05 | 0.31 | -3.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | | -0.06 | 0.01 | -8.90 | 0.00*** |
| group 0:uniform:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -728.2700978454302
--------------------------------------------------------------------------------
bic: 1620.35
--------------------------------------------------------------------------------
MSE: 385.81
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.64 | 0.24 | -2.71 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 0.89 | 0.11 | 8.32 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.24 | 0.10 | -2.38 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | 0.05 | 0.03 | 1.48 | 0.14 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.10 | 0.04 | -2.16 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MIGRADE | no | -0.00 | 0.05 | -0.01 | 0.99 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | arcsinh | 0.06 | 0.03 | 2.51 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.09 | 0.08 | 1.16 | 0.25 |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.18 | 0.06 | 2.99 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.42 | 0.10 | -4.08 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.03 | 0.02 | 2.19 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD | arcsinh | -0.01 | 0.02 | -0.24 | 0.81 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | -0.14 | 0.20 | -0.73 | 0.47 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.37 | 0.07 | -5.24 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.34 | 0.09 | 3.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | sqrt | -0.63 | 0.10 | -6.54 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MEDWIDTH | no | -0.00 | 0.04 | -0.08 | 0.93 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.81 | 0.01 | 50.00 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | -0.00 | 0.00 | -7.00 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MINRAD (Std. Dev.) | | -0.00 | 0.00 | -1.92 | 0.06. |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | -0.06 | 0.00 | -33.20 | 0.00*** |
| normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE (Std. Dev.) | | 0.19 | 0.01 | 33.32 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: SPEED (Std. Dev. | | 0.07 | 0.00 | 22.38 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | | 0.04 | 0.00 | 26.73 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: MEDWIDTH (Std. | no | -0.09 | 0.01 | -18.32 | 0.00*** |
| Dev. uniform) . SPEED | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | arcsinh | 0.05 | 0.04 | 1.34 | 0.18 |
| group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR: hetro group 0 | arcsinh | -0.00 | 0.07 | -0.03 | 0.97 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF: hetro group 0 | | 0.16 | 0.09 | 1.80 | 0.07. |
+-------------------------+---------+-------+----------+----------+------------+
| main: MIMEDSH: hetro | | -0.42 | 0.08 | -5.47 | 0.00*** |
| group 0:triangular:sd | | | | | |
| hetro group 0 | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -740.9664859381558
--------------------------------------------------------------------------------
bic: 1642.35
--------------------------------------------------------------------------------
MSE: 269.28
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.30 | 0.30 | -1.00 | 0.32 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.45 | 0.08 | -5.69 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | no | 0.03 | 0.02 | 1.56 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.21 | 0.10 | -11.65 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.16 | 0.10 | -1.63 | 0.11 |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.09 | 0.04 | -2.25 | 0.03* |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | no | -0.05 | 0.05 | -1.06 | 0.29 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.80 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRDIFF | no | 0.01 | 0.02 | 0.66 | 0.51 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | arcsinh | 0.07 | 0.06 | 1.17 | 0.24 |
+-------------------------+---------+-------+----------+----------+------------+
| ADTLANE | arcsinh | -0.26 | 0.07 | -3.57 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.06 | 0.96 |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.04 | 0.04 | -1.05 | 0.30 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR | no | 0.02 | 0.01 | 1.40 | 0.16 |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS | no | 0.03 | 0.12 | 0.25 | 0.80 |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | sqrt | -0.19 | 0.08 | -2.49 | 0.01* |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | arcsinh | 1.05 | 0.07 | 16.10 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| DOUBLE | log | 0.28 | 0.14 | 1.96 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | arcsinh | 0.24 | 0.07 | 3.31 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | 0.00 | 0.00 | 0.71 | 0.48 |
+-------------------------+---------+-------+----------+----------+------------+
| PEAKHR (Std. Dev.) | | 0.00 | 0.00 | 9.83 | 0.00*** |
| tn_normal | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| ACCESS (Std. Dev.) | | 0.01 | 0.00 | 1.96 | 0.05. |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION (Std. Dev.) | | 0.04 | 0.00 | 50.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: LENGTH (Std. | | -0.06 | 0.01 | -9.89 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.17 | 0.00 | 50.00 | 0.00*** |
| Dev. normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.13 | 0.00 | 37.51 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: DOUBLE (Std. | | 0.02 | 0.01 | 1.88 | 0.06. |
| Dev. normal) . LENGTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.33 | 0.01 | 50.00 | 0.00*** |
| Dev. uniform) . LENGTH | | | | | |
| (Std. Dev. uniform ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | -0.54 | 0.00 | -50.00 | 0.00*** |
| Dev. uniform) . DOUBLE | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
new solution, pareto optimal
--------------------------------------------------------------------------------
Log-Likelihood: -741.0602820138885
--------------------------------------------------------------------------------
bic: 1630.75
--------------------------------------------------------------------------------
MSE: 259.31
+-------------------------+---------+-------+----------+----------+------------+
| Effect | $\tau$ | Coeff | Std. Err | z-values | Prob |z|>Z |
+=========================+=========+=======+==========+==========+============+
| const | no | -0.60 | 0.82 | -0.73 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| LENGTH | log | 1.29 | 0.13 | 9.70 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| WIDTH | sqrt | -0.07 | 0.09 | -0.80 | 0.42 |
+-------------------------+---------+-------+----------+----------+------------+
| MXMEDSH | arcsinh | 0.59 | 0.14 | 4.34 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| SINGLE | no | -0.03 | 0.05 | -0.56 | 0.57 |
+-------------------------+---------+-------+----------+----------+------------+
| GRADEBR | arcsinh | 0.03 | 0.07 | 0.39 | 0.70 |
+-------------------------+---------+-------+----------+----------+------------+
| MXGRADE | no | 0.04 | 0.01 | 3.36 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FRICTION | no | -0.02 | 0.01 | -2.28 | 0.02* |
+-------------------------+---------+-------+----------+----------+------------+
| INTECHAG | no | 0.09 | 0.05 | 2.01 | 0.05. |
+-------------------------+---------+-------+----------+----------+------------+
| AVESNOW | no | 0.00 | 0.02 | 0.19 | 0.85 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES | no | -0.53 | 0.16 | -3.38 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH | arcsinh | -0.18 | 0.09 | -2.06 | 0.04* |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED | log | -1.62 | 0.25 | -6.41 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| FC | no | -0.06 | 0.04 | -1.57 | 0.12 |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN | arcsinh | 0.08 | 0.10 | 0.75 | 0.46 |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES | no | -0.00 | 0.02 | -0.14 | 0.89 |
+-------------------------+---------+-------+----------+----------+------------+
| URB | no | -0.65 | 0.10 | -6.18 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| AVEPRE | log | 0.04 | 0.10 | 0.43 | 0.67 |
+-------------------------+---------+-------+----------+----------+------------+
| INCLANES (Std. Dev.) | | 0.34 | 0.00 | 50.00 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| MIMEDSH (Std. Dev.) | | -0.05 | 0.00 | -14.86 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| SPEED (Std. Dev.) | | 0.05 | 0.00 | 29.00 | 0.00*** |
| uniform | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| FC (Std. Dev.) uniform | | 0.01 | 0.00 | 4.60 | 0.00*** |
+-------------------------+---------+-------+----------+----------+------------+
| TRAIN (Std. Dev.) | | -0.03 | 0.01 | -4.65 | 0.00*** |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| CURVES (Std. Dev.) | | -0.00 | 0.00 | -0.14 | 0.89 |
| triangular | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: URB (Std. Dev. | | 0.68 | 0.01 | 50.00 | 0.00*** |
| normal) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.35 | 0.00 | 50.00 | 0.00*** |
| Dev. uniform) ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
| Chol: AVEPRE (Std. | | 0.06 | 0.00 | 17.53 | 0.00*** |
| Dev. uniform) . URB | | | | | |
| (Std. Dev. normal ) | | | | | |
+-------------------------+---------+-------+----------+----------+------------+
failed to converge..
The model did not converge
Notes:
Capabilities of the software include:
- Handling of Panel Data
- Support for Data Transformations
- Implementation of Models with Correlated and Non-Correlated Random Parameters
- A variety of mixing distributions for parameter estimations, including normal, lognormal, truncated normal, Lindley, Gamma, triangular, and uniform distributions Capability to handle heterogeneity in the means of the random parameters
- Use of Halton draws for simulated maximum likelihood estimation
- Support for grouped random parameters with unbalanced groups
- Post-estimation tools for assessing goodness of fit, making predictions, and conducting out-of-sample validation
- Multiple parameter optimization routines, such as the BFGS method
- Comprehensive hypothesis testing using single objectives, such as in-sample BIC and log-likelihood
- Extensive hypothesis testing using multiple objectives, such as in-sample BIC and out-of-sample MAE (Mean Absolute Error), or in-sample AIC and out-of-sample MSPE (mean-square prediction errorr)
- Features that allow analysts to pre-specify variables, interactions, and mixing distributions, among others
- Meta-heuristic Guided Optimization, including techniques like Simulated Annealing, Harmony Search, and Differential Evolution
- Customization of Hyper-parameters to solve problems tailored to your dataset
- Out-of-the-box optimization capability using default metaheuristics
Intepreting the output of the model:
A regression table is produced. The following text elements are explained:
- Std. Dev.: This column appears for effects that are related to random paramters and displays the assument distributional assumption next to it
- Chol: This term refers to Cholesky decomposition element, to show the correlation between two random paramaters. The combination of the cholesky element on iyself is equivalent to a normal random parameter.
- hetro group: This term represents the heterogeneity group number, which refers all of the contributing factors that share hetrogentiy in the means to each other under the same numbered value.
- $\tau$: This column, displays the type of transformation that was applied to the specific contributing factor in the data.
Arguments:
In reference to the arguments that can be fed into the solution alrogithm, a dictionary system is utilised with relecant names these include
The following list describes the arguments available in this function. By default, all of the capabilities described are enabled unless specified otherwise as an argument. For list arguments, include all desired elements in the list to ensure the corresponding options are considered. Example code will be provided later in this guide.
-
complexity_level: This argument accepts an integer 1-6 or a list based of integegers between 0 to 5 eg might be a possible configuration [0, 2, 3]. Each integer represents a hierarchy level for estimable models associated with each explanatory variable. Here is a summary of the hierarchy:- 0: Null model
- 1: Simple fixed effects model
- 2: Random parameters model
- 3: Random correlated parameters model
- 4: Grouped random parameters model
- 5: Heterogeneity in the means random parameter model
Note: For the grouped random parameters model, groupings need to be defined prior to estimation. This can be achieved by including the following key-value pair in the arguments of the
ObjectiveFunction:'group': "Enter Column Grouping in data". Replace"Enter Column Grouping in data"with the actual column grouping in your dataset.Similarly, for panel data, the panel column needs to be defined using the key-value pair:
'panel': "enter column string covering panels". Replace"enter column string covering panels"with the appropriate column string that represents the panel information in your dataset. -
distributions: This argument accepts a list of strings where each string corresponds to a distribution. Valid options include:- "Normal"
- "Lindley"
- "Uniform"
- "LogNormal"
- "Triangular"
- "Gamma"
- "TruncatedNormal"
- Any of the above, concatenated with ":" (e.g., "Normal:grouped"; requires a grouping term defined in the model)
-
Model: This argument specifies the model form. It can be a list of integers representing different models to test:- 0: Poisson
- 1: Negative-Binomial
- 2: Generalized-Poisson
-
transformations: This argument accepts a list of strings representing available transformations within the framework. Valid options include:- "no"
- "square-root"
- "logarithmic"
- "archsinh"
- "as_factor"
-
is_multi: This argument accepts an integer indicating whether single or multiple objectives are to be tested (0 for single, 1 for multiple). -
test_percentage: This argument is used for multi-objective optimization. Define it as a decimal; for example, 0.2 represents 20% of the data for testing. -
val_percentage: This argument saves data for validation. Define it as a decimal; for example, 0.2 represents 20% of the data for validation. -
_max_time: This argument is used to add a termination time in the algorithm. It takes values as seconds. Note the time is only dependenant on the time after intial population of solutions are generated.
Example: Assistance by Harmony Search
Let's begin by fitting very simple models and use the structure of these models to define our objectives. Then, we can conduct a more extensive search on the variables that are more frequently identified. For instance, in the case below, the complexity is level 3, indicating that we will consider, at most, three randomly correlated parameters. This approach is useful for initially identifying a suitable set of contributing factors for our search.
df = pd.read_csv(
"https://raw.githubusercontent.com/zahern/data/main/Ex-16-3.csv")
X = df
y = df['FREQ'] # Frequency of crashes
X['Offset'] = np.log(df['AADT']) # Explicitley define how to offset the data, no offset otherwise
# Drop Y, selected offset term and ID as there are no panels
X = df.drop(columns=['FREQ', 'ID', 'AADT'])
arguments = {
'algorithm': 'hs', #alternatively input 'de', or 'sa'
'is_multi': 1,
'test_percentage': 0.2, # used in multi-objective optimisation only. Saves 20% of data for testing.
'val_percentage:': 0.2, # Saves 20% of data for testing.
'test_complexity': 3, # For Very simple Models
'obj_1': 'BIC', '_obj_2': 'RMSE_TEST',
'instance_number': 'name', # used for creeating a named folder where your models are saved into from the directory
'distribution': ['Normal'],
'Model': [0], # or equivalently ['POS', 'NB']
'transformations': ['no', 'sqrt', 'archsinh'],
'_max_time': 10000
}
obj_fun = ObjectiveFunction(X, y, **arguments)
results = harmony_search(obj_fun)
print(results)
Contact
If you have any questions, ideas to improve MetaCountRegressor, or want to report a bug, just open a new issue in GitHub repository.
Citing MetaCountRegressor
Please cite MetaCountRegressor as follows:
Ahern, Z., Corry P., Paz A. (2024). MetaCountRegressor [Computer software]. https://pypi.org/project/metacounregressor/
Or using BibTex as follows:
@misc{Ahern2024Meta,
author = {Zeke Ahern, Paul Corry and Alexander Paz},
journal = {PyPi},
title = {metacountregressor · PyPI},
url = {https://pypi.org/project/metacountregressor/0.1.80/},
year = {2024},
}
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