On the Theory and Practice of Privacy-Preserving Bayesian Data Analysis

James Foulds, Joseph Geumlek, Max Welling +1

Bayesian inference has great promise for the privacy-preserving analysis of sensitive data, as posterior sampling automatically preserves differential privacy, an algorithmic notio…