On the Correlation between Individual Fairness and Predictive Accuracy in Probabilistic Models

Alessandro Antonucci, Eric Rossetto, Ivan Duvnjak

We investigate individual fairness in generative probabilistic classifiers by analysing the robustness of posterior inferences to perturbations in private features. Building on est…