A convex pseudo-likelihood framework for high dimensional partial correlation estimation with convergence guarantees

Kshitij Khare, Sang-Yun Oh, Bala Rajaratnam

Sparse high dimensional graphical model selection is a topic of much interest in modern day statistics. A popular approach is to apply l1-penalties to either (1) parametric likelih…