Bayesian Lasso : Concentration and MCMC Diagnosis

Abstract

Using posterior distribution of Bayesian LASSO we construct a semi-norm on the parameter space. We show that the partition function depends on the ratio of the l 1 and l 2 norms and present three regimes. We derive the concentration of Bayesian LASSO, and present MCMC convergence diagnosis.