Welcome to the docs of ‘mlconfound’! GitHub stars

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

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Install

From PyPI:

pip install mlconfound

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Example

from mlconfound.stats import partial_confound_test

partial_confound_test(y, yhat, c)
biased model example

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Source

https://github.com/pni-lab/mlconfound

Citation

T. Spisak, “Statistical quantification of confounding bias in machine learning models.” GigaScience 11 (2022) https://doi.org/10.1093/gigascience/giac082. Preprint on arXiv:2111.00814, 2021.

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