Bayesian CART: Prior Specification and Posterior Simulation

作者: Yuhong Wu , Håkon Tjelmeland , Mike West

DOI: 10.1198/106186007X180426

关键词:

摘要: We present advances in Bayesian modeling and computation for CART (classification and regression tree) models. The modeling innovations include a formal prior distributional …

参考文章(15)
Hugh Chipman, Edward I. George, Robert E. McCulloch, Hierarchical priors for Bayesian CART shrinkage Statistics and Computing. ,vol. 10, pp. 17- 24 ,(2000) , 10.1023/A:1008980332240
Stephen P Brooks, Gareth O Roberts, None, Convergence assessment techniques for Markov chain Monte Carlo Statistics and Computing. ,vol. 8, pp. 319- 335 ,(1998) , 10.1023/A:1008820505350
Richard A Olshen, Charles J Stone, Leo Breiman, Jerome H Friedman, Classification and regression trees ,(1983)
D. Dension, A Bayesian CART algorithm Biometrika. ,vol. 85, pp. 363- 377 ,(1998) , 10.1093/BIOMET/85.2.363
W. H. Wolberg, O. L. Mangasarian, Multisurface Method of Pattern Separation for Medical Diagnosis Applied to Breast Cytology Proceedings of the National Academy of Sciences of the United States of America. ,vol. 87, pp. 9193- 9196 ,(1990) , 10.1073/PNAS.87.23.9193
Zhaohui S. Qin, Jun S. Liu, Multipoint metropolis method with application to hybrid Monte Carlo Journal of Computational Physics. ,vol. 172, pp. 827- 840 ,(2001) , 10.1006/JCPH.2001.6860
Jun S. Liu, Faming Liang, Wing Hung Wong, The Multiple-Try Method and Local Optimization in Metropolis Sampling Journal of the American Statistical Association. ,vol. 95, pp. 121- 134 ,(2000) , 10.1080/01621459.2000.10473908
Mary Kathryn Cowles, Bradley P. Carlin, Markov Chain Monte Carlo Convergence Diagnostics: A Comparative Review Journal of the American Statistical Association. ,vol. 91, pp. 883- 904 ,(1996) , 10.1080/01621459.1996.10476956