We describe a Bayesian framework for shape-restricted regression in which the prior is given by Bernstein polynomials. We present consistency theorems concerning the posterior distribution in this Bayesian approach. This study includes monotone regression and a few other shape-restricted regressions.
Date:
2006
Relation:
Random Walk, Sequential Analysis and Related Topics. 2006:245-253.