Sparse and Low-Rank Covariance Matrices Estimation

Shenglong Zhou, Naihua Xiu, Ziyan Luo +1

This paper aims at achieving a simultaneously sparse and low-rank estimator from the semidefinite population covariance matrices. We first benefit from a convex optimization which…