Two new algorithms for maximum likelihood estimation of sparse covariance matrices with applications to graphical modeling

Ghania Fatima, Prabhu Babu, Petre Stoica

In this paper, we propose two new algorithms for maximum-likelihood estimation (MLE) of high dimensional sparse covariance matrices. Unlike most of the state of-the-art methods, wh…