SURE Information Criteria for Large Covariance Matrix Estimation and Their Asymptotic Properties

Danning Li, Hui Zou

Consider $n$ independent and identically distributed $p$-dimensional Gaussian random vectors with covariance matrix $\Sigma .$ The problem of estimating $\Sigma$ when $p$ is much larger than…