LARGE: A Locally Adaptive Regularization Approach for Estimating Gaussian Graphical Models

Ha Nguyen, Sumanta Basu

The graphical Lasso (GLASSO) is a widely used algorithm for learning high-dimensional undirected Gaussian graphical models (GGM). Given i.i.d. observations from a multivariate norm…