Fermanian, Jean-David; Guegan, Dominique - 2022
The central question of this paper is how to enhance supervised learning algorithms with fairness requirement ensuring … that any sensitive input does not "`unfairly"' influence the outcome of the learning algorithm. To attain this objective we … proceed by three steps. First after introducing several notions of fairness in a uniform approach, we introduce a more general …