Graphical-model based estimation and inference for differential privacy

Ryan McKenna, Daniel Sheldon, Gerome Miklau

Abstract: Many privacy mechanisms reveal high-level information about a data distribution through noisy measurements. It is common to use this information to estimate the answers to new queries. In this work...