Optimal Estimation and Rank Detection for Sparse Spiked Covariance Matrices

Tony Cai, Zongming Ma, Yihong Wu

This paper considers sparse spiked covariance matrix models in the high-dimensional setting and studies the minimax estimation of the covariance matrix and the principal subspace a…