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