BaBE: Enhancing Fairness via Estimation of Latent Explaining Variables

Ruta Binkyte, Daniele Gorla, Catuscia Palamidessi

We consider the problem of unfair discrimination between two groups and propose a pre-processing method to achieve fairness. Corrective methods like statistical parity usually lead…