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cs.LG2026
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…
cs.LG2024
A Principled Approach for Data Bias Mitigation
Bruno Scarone, Alfredo Viola, Renée J. Miller +1
The widespread use of machine learning and data-driven algorithms for decision making has been steadily increasing over many years. \emph{Bias} in the data can adversely affect thi…