mlconfound 0.21.3

Tools for analyzing and quantifying effects of counfounder variables on machine learning model predictions.

mlconfound

Tools for analyzing and quantifying effects of counfounder variables on machine learning model predictions.

Install

pip install mlconfound

Usage

# y   : prediction target
# yhat: prediction
# c   : confounder

from mlconfound.stats import partial_confound_test

partial_confound_test(y, yhat, c)

Run the quickstart notebook in Binder:

Read the docs for more details.

Documentation

https://mlconfound.readthedocs.io

Citation

T. Spisak, Statistical quantification of confounding bias in predictive modelling, preprint on arXiv:2111.00814, 2021.