Marrying Fairness and Explainability in Supervised Learning

Przemyslaw Grabowicz, Nicholas Perello, Aarshee Mishra

Machine learning algorithms that aid human decision-making may inadvertently discriminate against certain protected groups. We formalize direct discrimination as a direct causal ef…