Article ID Journal Published Year Pages File Type
5129637 Statistics & Probability Letters 2017 7 Pages PDF
Abstract

We study the piece-wise smooth regression from a theoretical Bayesian perspective. Our results indicate that under some mild assumptions, the posterior of the regression model and the change-points locations contracts at optimal nonparametric convergence rate up to a log-factor, and the number of change-points is posterior consistent.

Related Topics
Physical Sciences and Engineering Mathematics Statistics and Probability
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