Post-hoc Bias Scoring Is Optimal For Fair Classification

Wenlong Chen, Yegor Klochkov, Yang Liu

We consider a binary classification problem under group fairness constraints, which can be one of Demographic Parity (DP), Equalized Opportunity (EOp), or Equalized Odds (EO). We p…