EVBUS: Estimate Variance Based on U-Statistics
This is a python implementation of the paper: Mentch, L. & Hooker, G. Quantifying Uncertainty in Random Forests via Confidence Intervals and Hypothesis Tests. J. Mach. Learn. Res. 17, 1–41 (2016).
Installation
pip install EVBUS
Usage
from EVBUS import calculate_variance from sklearn.datasets import load_boston import sklearn.model_selection as xval boston = load_boston() Y = boston.data[:, 12] X = boston.data[:, 0:12] bos_X_train, bos_X_test, bos_y_train, bos_y_test = xval.train_test_split(X, Y, test_size=0.3) v = calculate_variance(bos_X_train, bos_y_train, bos_X_test, reg=True) print(v)
1 maintainer
Metadata
1 maintainer
Release files for EVBUS 0.0.5
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| EVBUS-0.0.5.tar.gz | 4.5 kB | Without provenance | Details for EVBUS-0.0.5.tar.gz |
Release files / EVBUS-0.0.5.tar.gz
| Download URL | EVBUS-0.0.5.tar.gz |
|---|---|
| Size | 4.5 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
feaa6dce8b434ec66cf0d3ba26d87d7cec84296b7999053ee03154d5bb8d8c31
|
|
BLAKE2b-256 checksum How to use checksums |
7dc0f0e27831d7d79ad8fb13351301997819e322c36421fbf188d8d5f95dacda
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
Security for EVBUS 0.0.5
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
No provenance found
None of the files in this release were uploaded with provenance metadata.
A note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.
