Bayesian Differential Privacy through Posterior Sampling

Christos Dimitrakakis, Blaine Nelson, and Zuhe Zhang +2

Differential privacy formalises privacy-preserving mechanisms that provide access to a database. We pose the question of whether Bayesian inference itself can be used directly to p…