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Volumn 6, Issue 1, 2012, Pages 266-298

BART: Bayesian additive regression trees

Author keywords

Bayesian backfitting; Boosting; CART; Classification; Ensemble; MCMC; Nonparametric regression; Probit model; Random basis; Regularizatio; Sum of trees model; Variable selection; Weak learner

Indexed keywords


EID: 84870288271     PISSN: 19326157     EISSN: 19417330     Source Type: Journal    
DOI: 10.1214/09-AOAS285     Document Type: Article
Times cited : (977)

References (29)
  • 3
    • 84916537550 scopus 로고
    • Bayesian analysis of binary and polychotomous response data
    • Albert, J. H. and Chib, S. (1993). Bayesian analysis of binary and polychotomous response data. J. Amer. Statist. Assoc. 88 669-679.
    • (1993) J. Amer. Statist. Assoc , vol.88 , pp. 669-679
    • Albert, J.H.1    Chib, S.2
  • 4
    • 0001492549 scopus 로고    scopus 로고
    • Shape quantization and recognition with randomized trees
    • Amit, Y. and Geman, D. (1997). Shape quantization and recognition with randomized trees. Neural Computation 9 1545-1588.
    • (1997) Neural Computation , vol.9 , pp. 1545-1588
    • Amit, Y.1    Geman, D.2
  • 5
    • 79952686365 scopus 로고    scopus 로고
    • Un algorithme accelere d'echantillonnage Bayesien pour le modele CART
    • Blanchard, G. (2004). Un algorithme accelere d'echantillonnage Bayesien pour le modele CART. Revue d'Intelligence artificielle 18 383-410.
    • (2004) Revue d'Intelligence artificielle , vol.18 , pp. 383-410
    • Blanchard, G.1
  • 6
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Breiman, L. (1996). Bagging predictors. Machine Learning 26 123-140.
    • (1996) Machine Learning , vol.26 , pp. 123-140
    • Breiman, L.1
  • 7
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L. (2001). Random forests. Machine Learning 45 5-32.
    • (2001) Machine Learning , vol.45 , pp. 5-32
    • Breiman, L.1
  • 9
    • 0032346848 scopus 로고    scopus 로고
    • Bayesian CART model search (with discussion and a rejoinder by the authors)
    • Chipman, H. A., George, E. I. and McCulloch, R. E. (1998). Bayesian CART model search (with discussion and a rejoinder by the authors). J. Amer. Statist. Assoc. 93 935-960.
    • (1998) J. Amer. Statist. Assoc , vol.93 , pp. 935-960
    • Chipman, H.A.1    George, E.I.2    McCulloch, R.E.3
  • 14
    • 3242708140 scopus 로고    scopus 로고
    • Least angle regression (with discussion and a rejoinder by the authors)
    • Efron, B., Hastie, T., Johnstone, I. and Tibshirani, R. (2004). Least angle regression (with discussion and a rejoinder by the authors). Ann. Statist.32 407-499.
    • (2004) Ann. Statist , vol.32 , pp. 407-499
    • Efron, B.1    Hastie, T.2    Johnstone, I.3    Tibshirani, R.4
  • 16
    • 0031211090 scopus 로고    scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • Freund, Y. and Schapire, R. E. (1997). A decision-theoretic generalization of on-line learning and an application to boosting. J. Comput. System Sci. 55119-139.
    • (1997) J. Comput. System Sci , pp. 55119-55139
    • Freund, Y.1    Schapire, R.E.2
  • 17
    • 0002432565 scopus 로고
    • Multivariate adaptive regression splines (with discussion and a rejoinder by the author)
    • Friedman, J. H. (1991). Multivariate adaptive regression splines (with discussion and a rejoinder by the author). Ann. Statist. 19 1-67.
    • (1991) Ann. Statist , vol.19 , pp. 1-67
    • Friedman, J.H.1
  • 18
    • 0035470889 scopus 로고    scopus 로고
    • Greedy function approximation: A gradient boosting machine
    • Friedman, J. H. (2001). Greedy function approximation: A gradient boosting machine. Ann. Statist. 29 1189-1232.
    • (2001) Ann. Statist , vol.29 , pp. 1189-1232
    • Friedman, J.H.1
  • 19
    • 77956889087 scopus 로고
    • Reversible jump MCMC computation and Bayesian model determination
    • Green, P. J. (1995). Reversible jump MCMC computation and Bayesian model determination. Biometrika 82 711-732.
    • (1995) Biometrika , vol.82 , pp. 711-732
    • Green, P.J.1
  • 20
    • 0001412716 scopus 로고    scopus 로고
    • Bayesian backfitting (with comments and a rejoinder by the authors)
    • Hastie, T. and Tibshirani, R. (2000). Bayesian backfitting (with comments and a rejoinder by the authors). Statist. Sci. 15 196-223.
    • (2000) Statist. Sci , vol.15 , pp. 196-223
    • Hastie, T.1    Tibshirani, R.2
  • 22
    • 20444417184 scopus 로고    scopus 로고
    • R Foundation for Statistical Computing, Vienna, Austria
    • Ridgeway, G. (2004). The gbm package. R Foundation for Statistical Computing, Vienna, Austria.
    • (2004) The gbm package
    • Ridgeway, G.1
  • 25
    • 34147212595 scopus 로고    scopus 로고
    • Bayesian CART: Prior specification and posterior simulation
    • Wu, Y., Tjelmeland, H. and West, M. (2007). Bayesian CART: Prior specification and posterior simulation. J. Comput. Graph. Statist. 16 44-66.
    • (2007) J. Comput. Graph. Statist , vol.16 , pp. 44-66
    • Wu, Y.1    Tjelmeland, H.2    West, M.3
  • 26
    • 0001247612 scopus 로고
    • An efficient method of estimating seemingly unrelated regressions and testing for aggregation bias
    • Zellner, A. (1962). An efficient method of estimating seemingly unrelated regressions and testing for aggregation bias. J. Amer. Statist. Assoc. 57348-368.
    • (1962) J. Amer. Statist. Assoc , pp. 57348-57368
    • Zellner, A.1
  • 27
    • 77249116651 scopus 로고    scopus 로고
    • The Bayesian additive classification tree applied to credit risk modelling
    • Zhang, J. L. and Haerdle, W. K. (2010). The Bayesian additive classification tree applied to credit risk modelling. Comput. Statist. Data Anal. 54 1197-1205.
    • (2010) Comput. Statist. Data Anal , vol.54 , pp. 1197-1205
    • Zhang, J.L.1    Haerdle, W.K.2
  • 28
    • 77949906680 scopus 로고    scopus 로고
    • A spatially-adjusted Bayesian additive regression tree model to merge two datasets
    • Zhang, S., Shih, Y.-C. T. and Muller, P. (2007). A spatially-adjusted Bayesian additive regression tree model to merge two datasets. Bayesian Anal. 2611-634.
    • (2007) Bayesian Anal , pp. 2611-2634
    • Zhang, S.1    Shih, Y.-C.T.2    Muller, P.3
  • 29
    • 47249118465 scopus 로고    scopus 로고
    • Extracting sequence features to predict protein-DNA binding: A comparative study
    • Zhou, Q. and Liu, J. S. (2008). Extracting sequence features to predict protein-DNA binding: A comparative study. Nucleic Acids Research 364137-4148.
    • (2008) Nucleic Acids Research , pp. 364137-364148
    • Zhou, Q.1    Liu, J.S.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.