Journal of Educational and Behavioral Statistics, Ahead of Print.
Bayesian quantile regression typically uses the asymmetric Laplace distribution as working likelihood, not because it is a plausible data-generating distribution but because the corresponding maximum likelihood estimator is identical to the classical ...