Bounds on the Posterior-to-Prior Ratios for Inclusion Belief under Bounded Differential Privacy

Jan Reiter Sørensen, Heidi Søgaard Christensen, Rasmus Rask Kragh Jørgensen +1

Differential privacy has become the standard for generating privacy-protected data releases. However, differential privacy does not translate intuitively to disclosure risk. In par…