Part II · Chapter 15Version 1.4 · 5 November 202629 min read
Separation: Equal Opportunity and Equalized Odds
Key message
Separation requires that, among people with the same true outcome, the prediction carries no information about group membership; equal opportunity and equalized odds, its binary forms, are achievable by group-aware post-processing but only as fair as their labels.
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