Materials for paper "A survey on datasets for fairness-aware machine learning"

DOI: https://doi.org/10.1002/widm.1452

The repository contains:

1. Datasets

• Dutch census
• Law school

2. Experiments

• Cleaned datasets
• Notebook: Fair-metrics.ipynb
• Fairness measures: Statistical parity, Equalized odds, Absolute Between-ROC Area

3. Bayesian network (notebook files)

• COMPAS dataset
• ACS PUMS dataset (new adult dataset)

In order to cite our work please use this reference:

@article{le2022survey,
title={A survey on datasets for fairness-aware machine learning},
author={Le Quy, Tai and Roy, Arjun and Iosifidis, Vasileios and Zhang, Wenbin and Ntoutsi, Eirini},
journal={Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery},
volume={12},
number={3},
pages={e1452},
year={2022},
publisher={Wiley Online Library}
}