Equalised Odds is not Equal Individual Odds: Post-processing for Group and Individual Fairness

Edward A. Small, Kacper Sokol, Daniel Manning +2

Group fairness is achieved by equalising prediction distributions between protected sub-populations; individual fairness requires treating similar individuals alike. These two obje…