An Empirical Bayes Jackknife Regression Framework for Covariance Matrix Estimation

Huqin Xin, Sihai Dave Zhao

Covariance matrix estimation, a classical statistical topic, poses significant challenges when the sample size is comparable to or smaller than the number of features. In this pape…