On Connecting Stochastic Gradient MCMC and Differential Privacy

Bai Li, Changyou Chen, Hao Liu, Lawrence Carin

Abstract: Concerns related to data security and confidentiality have been raised when applying machine learning to real-world applications. Differential privacy provides a principled and rigorous privacy gua...