A Compound Decision Approach to Covariance Matrix Estimation

Huiqin Xin, Sihai Dave Zhao

Covariance matrix estimation is a fundamental statistical task in many applications, but the sample covariance matrix is sub-optimal when the sample size is comparable to or less t…