Shapley meets Rawls: an integrated framework for measuring and explaining unfairness

Fadoua Amri-Jouidel, Emmanuel Kemel, Stéphane Mussard

Explainability and fairness have mainly been considered separately, with recent exceptions trying the explain the sources of unfairness. This paper shows that the Shapley value can…