The Cost of Privacy: Optimal Rates of Convergence for Parameter Estimation with Differential Privacy

T. Tony Cai, Yichen Wang, Linjun Zhang

Privacy-preserving data analysis is a rising challenge in contemporary statistics, as the privacy guarantees of statistical methods are often achieved at the expense of accuracy. I…