Part II · Chapter 21Version 1.4 · 5 November 202622 min read
Fairness Beyond Binary Classification: Scores, Regression and Ranking
Key message
Independence, separation and sufficiency extend from binary decisions to scores, continuous predictions, rankings and many-valued outcomes, but each extension changes what is measured, which criteria conflict and which harms become visible, notably exposure in rankings.
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