On posterior concentration rates for Bayesian quantile regression based on the misspecified asymmetric Laplace likelihood

Karthik Sriram, R. V. Ramamoorthi

The asymmetric Laplace density (ALD) is used as a working likelihood for Bayesian quantile regression. Sriram et al.(2013) derived posterior consistency for Bayesian linear quantil…