DOI: https://doi.org/10.1002/widm.1452
The repository contains:
- Datasets
- Dutch census
- Law school
- Experiments
- Cleaned datasets
- Notebook: Fair-metrics.ipynb
- Fairness measures: Statistical parity, Equalized odds, Absolute Between-ROC Area
- 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}
}