Data Bias Mitigation under Coverage Constraints & The Price of Fairness

Bruno Scarone, Alfredo Viola, Renée J. Miller

Machine learning models have been shown to exhibit discriminatory outcomes or degraded performance for individuals at the intersection of multiple sensitive attributes, such as rac…