Fairness for AUC via Feature Augmentation

no code implementations • 24 Nov 2021 • Hortense Fong, Vineet Kumar, Anay Mehrotra, Nisheeth K. Vishnoi

We evaluate fairAUC on synthetic and real-world datasets and find that it significantly improves AUC for the disadvantaged group relative to benchmarks maximizing overall AUC and minimizing bias between groups.

Fairness