A Python package for explaining bias in machine learning models based on global sensitivity analysis. The repository is based on our FAccT-2023 paper.
pip install fairxplainer
Other python libraries can be installed by running pip install -r requirements.txt in the root directory.
Please refer to the demonstrative notebooks from this folder.
Please cite our paper.
@inproceedings{ghosh2023how,
author={Ghosh, Bishwamittra and Basu, Debabrota and Meel, Kuldeep S.},
title={“How Biased are Your Features?”: Computing Fairness Influence Functions with Global Sensitivity Analysis},
booktitle={FAccT},
month={6},
year={2023},
}