General Gaussian Noise Mechanisms and Their Optimality for Unbiased Mean Estimation

Aleksandar Nikolov, Haohua Tang

We investigate unbiased high-dimensional mean estimators in differential privacy. We consider differentially private mechanisms whose expected output equals the mean of the input d…