Bayesian Regularization for Graphical Models with Unequal Shrinkage

Lingrui Gan, Naveen N. Narisetty, Feng Liang

We consider a Bayesian framework for estimating a high-dimensional sparse precision matrix, in which adaptive shrinkage and sparsity are induced by a mixture of Laplace priors. Bes…