A unified approach to penalized likelihood estimation of covariance matrices in high dimensions

Luca Cibinel, Alberto Roverato, Veronica Vinciotti

We consider the problem of estimation of a covariance matrix for Gaussian data in a high dimensional setting. Existing approaches include maximum likelihood estimation under a pre-…