Model Selection Through Sparse Maximum Likelihood Estimation

Onureena Banerjee, Laurent El Ghaoui, Alexandre d'Aspremont

We consider the problem of estimating the parameters of a Gaussian or binary distribution in such a way that the resulting undirected graphical model is sparse. Our approach is to…