Differentially Private Database Release via Kernel Mean Embeddings

Matej Balog, Ilya O. Tolstikhin, Bernhard Schölkopf

Abstract: We lay theoretical foundations for new database release mechanisms that allow third-parties to construct consistent estimators of population statistics, while ensuring that the privacy of each indi...