Fairness seen as Global Sensitivity Analysis

Clément Bénesse, Fabrice Gamboa, Jean-Michel Loubes +1

Ensuring that a predictor is not biased against a sensible feature is the key of Fairness learning. Conversely, Global Sensitivity Analysis is used in numerous contexts to monitor…