Tukey Depth Mechanisms for Practical Private Mean Estimation

Gavin Brown, Lydia Zakynthinou

Mean estimation is a fundamental task in statistics and a focus within differentially private statistical estimation. While univariate methods based on the Gaussian mechanism are w…