C. C. Holmes, B. K. Mallick, Bayesian Regression with Multivariate Linear Splines, Journal of the Royal Statistical Society. Series B (Statistical Methodology), Vol ...

The main focus of this short course will be the Bayesian aspect of it. That means this is a slightly more advanced course requiring some knowledge of basic probability, regression methods, and the R ...

Bayesian Additive Regression Trees (BART) is a nonparametric ensemble method that models complex relationships by summing a collection of decision trees, each operating as a weak learner. The Bayesian ...