Decision trees can initialize radial-basis function networks

被引：78

作者：

Kubat, M ^{[1
]}

机构：

[1] Univ SW Louisiana, Ctr Adv Comp Studies, Lafayette, LA 70504 USA

[2] Southern Univ, Dept Comp Sci, Baton Rouge, LA 70813 USA

来源：

IEEE TRANSACTIONS ON NEURAL NETWORKS | 1998年 / 9卷 / 05期

关键词：

decision trees; neural networks; pattern recognition; radial-basis functions;

D O I：

10.1109/72.712154

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Successful implementations of radial-basis function (RBF) networks for classification tasks must deal with architectural issues, the burden of irrelevant attributes, scaling, and some other problems, This paper addresses these issues by initializing RBF networks with decision trees that define relatively pure regions in the instance space; each of these regions then determines one basis function. The resulting network is compact, easy to induce, and has favorable classification accuracy.

引用

页码：813 / 821

页数：9

共 38 条

[1]

ANDREW C, 1995, EUR S ART NEUR NETW

[2]

[Anonymous], ADV NEURAL INFORMATI

[3]

BIOCH JC, P IEEE INT C NEUR NE, V4, P1739

[4] SmcHD1, containing a structural-maintenance-of-chromosomes hinge domain, has a critical role in X inactivation [J].

Blewitt, Marnie E. ;

Gendrel, Anne-Valerie ;

Pang, Zhenyi ;

Sparrow, Duncan B. ;

Whitelaw, Nadia ;

Craig, Jeffrey M. ;

Apedaile, Anwyn ;

Hilton, Douglas J. ;

Dunwoodie, Sally L. ;

Brockdorff, Neil ;

Kay, Graham F. ;

Whitelaw, Emma .

NATURE GENETICS, 2008, 40 (05) :663-669

[5] FAST TRAINING ALGORITHMS FOR MULTILAYER NEURAL NETS [J].

BRENT, RP .

IEEE TRANSACTIONS ON NEURAL NETWORKS, 1991, 2 (03) :346-354

[6]

Broomhead D. S., 1988, Complex Systems, V2, P321

[7] ASSESSING CREDIT CARD APPLICATIONS USING MACHINE LEARNING [J].

CARTER, C ;

CATLETT, J .

IEEE EXPERT-INTELLIGENT SYSTEMS & THEIR APPLICATIONS, 1987, 2 (03) :71-79

[8] ORTHOGONAL LEAST-SQUARES LEARNING ALGORITHM FOR RADIAL BASIS FUNCTION NETWORKS [J].

CHEN, S ;

COWAN, CFN ;

GRANT, PM .

IEEE TRANSACTIONS ON NEURAL NETWORKS, 1991, 2 (02) :302-309

[9]

CHENG YH, 1994, 1994 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOL 1-7, P797, DOI 10.1109/ICNN.1994.374280

[10] NEAREST NEIGHBOR PATTERN CLASSIFICATION [J].

COVER, TM ;

HART, PE .

IEEE TRANSACTIONS ON INFORMATION THEORY, 1967, 13 (01) :21-+

← 1 2 3 4 →