Fairness risk measures

Robert C. Williamson, Aditya Krishna Menon

Abstract: Ensuring that classifiers are non-discriminatory or fair with respect to a sensitive feature (e.g., race or gender) is a topical problem. Progress in this task requires fixing a definition of fairn...