Optimal Differentially Private PCA and Estimation for Spiked Covariance Matrices

T. Tony Cai, Dong Xia, Mengyue Zha

Estimating a covariance matrix and its associated principal components is a fundamental problem in contemporary statistics. While optimal estimation procedures have been developed…