639 citations · 2.9k across the 94 of their papers we have counts for
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math.ST2019★ 25 cited
Leveraging Labeled and Unlabeled Data for Consistent Fair Binary Classification
Evgenii Chzhen, Christophe Denis, Mohamed Hebiri +2
We study the problem of fair binary classification using the notion of Equal Opportunity. It requires the true positive rate to distribute equally across the sensitive groups. With…
math.ST2019★ 5 cited
Uniform concentration and symmetrization for weak interactions
Andreas Maurer, Massimiliano Pontil
The method to derive uniform bounds with Gaussian and Rademacher complexities is extended to the case where the sample average is replaced by a nonlinear statistic. Tight bounds ar…