The cost of fairness in binary classification.

Aditya Krishna Menon, Robert C. Williamson

Abstract: Binary classifiers are often required to possess fairness in the sense of not overly discriminating with respect to a feature deemed sensitive e.g. race. We study the inherent tradeoffs in learning...