A Bayesian CART algorithm

1 June 1998

journal article
Published by Oxford University Press (OUP) in Biometrika

Vol. 85 (2) , 363-377
https://doi.org/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).

Keywords

MONTE CARLO
MODEL
MARKOV CHAIN
PROBABILITY DISTRIBUTION
BAYESIAN
JUMP MARKOV
SEARCH FORM
CART ALGORITHM
EXPLORED USING

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