Uma Roy

Learning High-dimensional Gaussian Graphical Models under Total Positivity without Adjustment of Tuning Parameters

We consider the problem of estimating an undirected Gaussian graphical model when the underlying distribution is multivariate totally positive of order 2 (MTP2), a strong form of positive dependence. Such distributions are relevant for example for portfolio selection, since assets are usually positi…