Fairness with Overlapping Groups; a Probabilistic Perspective

no code implementations • NeurIPS 2020 • Forest Yang, Mouhamadou Cisse, Oluwasanmi O. Koyejo

In algorithmically fair prediction problems, a standard goal is to ensure the equality of fairness metrics across multiple overlapping groups simultaneously.

Classification Fairness +1