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A Bayesian CART algorithm

DAVID G. T. DENISON, BANI K. MALLICK, ADRIAN F. M. SMITH

Biometrika · 1998 · Volume 85 · Issue 2

DOI: 10.1093/biomet/85.2.363

Abstract

A stochastic search form of classification and regression tree (CART) analysis (Breiman et al., 1984) is proposed, motivated by a Bayesian model. An approximation to a probability distribution over the space of possible trees is explored using reversible jump Markov chain Monte Carlo methods (Green, 1995).

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