On the consistent estimators of the population covariance matrix and its reparameterizations

Ming-Tien Tsai, Chia-Hsian Tsai

For the high-dimensional covariance estimation problem, when ${\lim }_{n\to \infty }p/n=c\in (0,1)$ the orthogonally equivariant estimator of the population covariance matrix proposed…