Nearly optimal Bayesian Shrinkage for High Dimensional Regression

Qifan Song, Faming Liang

During the past decade, shrinkage priors have received much attention in Bayesian analysis of high-dimensional data. This paper establishes the posterior consistency for high-dimen…