The Fairness of Risk Scores Beyond Classification: Bipartite Ranking and the XAUC Metric

Nathan Kallus, Angela Zhou. The Fairness of Risk Scores Beyond Classification: Bipartite Ranking and the XAUC Metric. In Hanna M. Wallach, Hugo Larochelle, Alina Beygelzimer, Florence d'Alché-Buc, Edward A. Fox, Roman Garnett, editors, Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, 8-14 December 2019, Vancouver, BC, Canada. pages 3433-3443, 2019. [doi]

Abstract

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