Learning Optimal Fair Classification Trees: Trade-offs Between Interpretability, Fairness, and Accuracy

Nathanael Jo, Sina Aghaei, Andrés Gómez +1

The increasing use of machine learning in high-stakes domains -- where people's livelihoods are impacted -- creates an urgent need for interpretable, fair, and highly accurate algo…