Bayesian partition modelling

被引：29

作者：

Denison, DGT ^{[1
]}

Adams, NM ^{[1
]}

Holmes, CC ^{[1
]}

Hand, DJ ^{[1
]}

机构：

[1] Univ London Imperial Coll Sci Technol & Med, London SW7 2BU, England

来源：

COMPUTATIONAL STATISTICS & DATA ANALYSIS | 2002年 / 38卷 / 04期

关键词：

Bayesian model averaging; classification; Markov chain Monte Carlo; partitioning;

D O I：

10.1016/S0167-9473(01)00073-1

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

This paper reviews recent ideas in Bayesian classification modelling via partitioning. These methods provide predictive estimates for class assignments using averages of a sample of models generated from the posterior distribution of the model parameters. We discuss modifications to the basic approach more suitable for problems when there are many predictor variables and/or a large training smple. (C) 2002 Elsevier Science B.V. All rights reserved.

引用

页码：475 / 485

页数：11

共 17 条

[1]

Breiman L., 1984, BIOMETRICS, DOI DOI 10.2307/2530946

[2]

CLARK LA, 1992, TREE BASED MODELS

[3]

DENISON DGT, 2000, PRODUCT PARTITIONEDM

[4] On the optimality of the simple Bayesian classifier under zero-one loss [J].

Domingos, P ;

Pazzani, M .

MACHINE LEARNING, 1997, 29 (2-3) :103-130

[5]

Fan J., 1996, Local Polynomial Modelling and Its Applications: Monographs on Statistics and Applied Probability

[6] BOOSTING A WEAK LEARNING ALGORITHM BY MAJORITY [J].

FREUND, Y .

INFORMATION AND COMPUTATION, 1995, 121 (02) :256-285

[7]

FRIEDMAN JH, 1979, SMOOTHING TECHNIQUES

[8] SAMPLING-BASED APPROACHES TO CALCULATING MARGINAL DENSITIES [J].

GELFAND, AE ;

SMITH, AFM .

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1990, 85 (410) :398-409

[9] COMPUTING DIRICHLET TESSELLATIONS IN PLANE [J].

GREEN, PJ ;

SIBSON, R .

COMPUTER JOURNAL, 1978, 21 (02) :168-173

[10] Defining attributes for scorecard construction in credit scoring [J].

Hand, DJ ;

Adams, NM .

JOURNAL OF APPLIED STATISTICS, 2000, 27 (05) :527-540

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