quantile-forest 
quantile-forest offers a Python implementation of quantile regression forests compatible with scikit-learn.
Quantile regression forests (QRF) are a non-parametric, tree-based ensemble method for estimating conditional quantiles, with application to high-dimensional data and uncertainty estimation [1]. The estimators in this package are performant, Cython-optimized QRF implementations that extend the forest estimators available in scikit-learn to estimate conditional quantiles. The estimators can estimate arbitrary quantiles at prediction time without retraining and provide methods for out-of-bag estimation, calculating quantile ranks, and computing proximity counts. They are compatible with and can serve as drop-in replacements for the scikit-learn forest regressors.
Example of fitted model predictions and prediction intervals on California housing data (code)
Quick Start
To install quantile-forest from PyPI using pip:
pip install quantile-forest
To install quantile-forest from conda-forge using conda:
conda install quantile-forest -c conda-forge
Usage
from quantile_forest import RandomForestQuantileRegressor
from sklearn import datasets
X, y = datasets.fetch_california_housing(return_X_y=True)
qrf = RandomForestQuantileRegressor()
qrf.fit(X, y)
y_pred = qrf.predict(X, quantiles=[0.025, 0.5, 0.975])
Documentation
An installation guide, API documentation, and examples can be found in the documentation.
References
[1] N. Meinshausen, "Quantile Regression Forests", Journal of Machine Learning Research, 7(Jun), 983-999, 2006. http://www.jmlr.org/papers/volume7/meinshausen06a/meinshausen06a.pdf
Citation
If you use this package in academic work, please consider citing https://joss.theoj.org/papers/10.21105/joss.05976:
@article{Johnson2024,
doi = {10.21105/joss.05976},
url = {https://doi.org/10.21105/joss.05976},
year = {2024},
publisher = {The Open Journal},
volume = {9},
number = {93},
pages = {5976},
author = {Reid A. Johnson},
title = {quantile-forest: A Python Package for Quantile Regression Forests},
journal = {Journal of Open Source Software}
}
2 maintainers
Metadata
2 maintainers
Release files for quantile-forest 1.4.2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
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Built distributions (wheels)
Total release size: 34.7 MB
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twine/6.1.0 CPython/3.13.13
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Release files / quantile_forest-1.4.2-cp310-cp310-macosx_10_9_universal2.whl
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twine/6.1.0 CPython/3.13.13
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Release files / quantile_forest-1.4.2-cp39-cp39-win_amd64.whl
| Download URL | quantile_forest-1.4.2-cp39-cp39-win_amd64.whl |
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Release files / quantile_forest-1.4.2-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | quantile_forest-1.4.2-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
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twine/6.1.0 CPython/3.13.13
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Release files / quantile_forest-1.4.2-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | quantile_forest-1.4.2-cp39-cp39-macosx_11_0_arm64.whl |
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twine/6.1.0 CPython/3.13.13
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Release files / quantile_forest-1.4.2-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | quantile_forest-1.4.2-cp39-cp39-macosx_10_9_x86_64.whl |
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| Size | 728.8 kB |
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twine/6.1.0 CPython/3.13.13
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Release files / quantile_forest-1.4.2-cp39-cp39-macosx_10_9_universal2.whl
| Download URL | quantile_forest-1.4.2-cp39-cp39-macosx_10_9_universal2.whl |
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twine/6.1.0 CPython/3.13.13
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