Disparate Impact in Synthetic Data Generation

Paul Andrey, Michaël Perrot, Batiste Le Bars +1

We revisit the fairness notion of disparate impact for synthetic data generation (SDG), that assesses whether the utility of generated records is the same across sensitive groups.…