Mutual Information Optimally Local Private Discrete Distribution Estimation

Shaowei Wang, Liusheng Huang, Pengzhan Wang +5

Consider statistical learning (e.g. discrete distribution estimation) with local $\epsilon$-differential privacy, which preserves each data provider's privacy locally, we aim to optimize…