Bayesian Inference Under Differential Privacy With Bounded Data

Zeki Kazan, Jerome P. Reiter

We describe Bayesian inference for the parameters of Gaussian models of bounded data protected by differential privacy. Using this setting, we demonstrate that analysts can and sho…