  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 l1 and l2 norms and present three regimes. We derive the concentration
of Bayesian LASSO, and present MCMC convergence diagnosis.
