Joint Quantile Shrinkage: A State-Space Approach toward Non-Crossing Bayesian Quantile Models

David Kohns, Tibor Szendrei

Crossing of fitted conditional quantiles is a prevalent problem for quantile regression models. We propose a new Bayesian modelling framework that penalises multiple quantile regre…