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)