Graphical Nonconvex Optimization via an Adaptive Convex Relaxation

Qiang Sun, Kean Ming Tan, Han Liu, Tong Zhang

Abstract: We consider the problem of learning high-dimensional Gaussian graphical models. The graphical lasso is one of the most popular methods for estimating Gaussian graphical models. However, it does not...