The cost of fairness in classification

25 May 2017Aditya Krishna MenonRobert C. Williamson

We study the problem of learning classifiers with a fairness constraint, with three main contributions towards the goal of quantifying the problem's inherent tradeoffs. First, we relate two existing fairness measures to cost-sensitive risks... (read more)

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