Distributionally Robust Formulation and Model Selection for the Graphical Lasso

Pedro Cisneros-Velarde, Sang-Yun Oh, Alexander Petersen

Building on a recent framework for distributionally robust optimization, we consider estimation of the inverse covariance matrix for multivariate data. We provide a novel notion of…