A hybrid neural network system for pattern classification tasks with missing features

被引：41

作者：

Lim, CP ^{[1
]}

Leong, JH ^{[1
]}

Kuan, MM ^{[1
]}

机构：

[1] Univ Sci Malaysia, Sch Elect & Elect Engn, Nibong Tebal 14300, Penang, Malaysia

来源：

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE | 2005年 / 27卷 / 04期

关键词：

missing data; Fuzzy ARTMAP; Fuzzy c-Means Clustering; pattern classification;

D O I：

10.1109/TPAMI.2005.64

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

A hybrid neural network comprising Fuzzy ARTMAP and Fuzzy C-Means Clustering is proposed for pattern classification with incomplete training and test data. Two benchmark problems and a real medical pattern classification task are employed to evaluate the effectiveness of the hybrid network. The results are analyzed and compared with those from other methods.

引用

页码：648 / 653

页数：6

共 27 条

[1] MISSING OBSERVATIONS IN MULTIVARIATE STATISTICS .1. IEW OF LITERATURE [J].

AFIFI, AA ;

ELASHOFF, RM .

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1966, 61 (315) :595-&

[2]

[Anonymous], Pattern Recognition With Fuzzy Objective Function Algorithms

[3]

Blake C.L., 1998, UCI repository of machine learning databases

[4] FUZZY ARTMAP - A NEURAL NETWORK ARCHITECTURE FOR INCREMENTAL SUPERVISED LEARNING OF ANALOG MULTIDIMENSIONAL MAPS [J].

CARPENTER, GA ;

GROSSBERG, S ;

MARKUZON, N ;

REYNOLDS, JH ;

ROSEN, DB .

IEEE TRANSACTIONS ON NEURAL NETWORKS, 1992, 3 (05) :698-713

[5] A MASSIVELY PARALLEL ARCHITECTURE FOR A SELF-ORGANIZING NEURAL PATTERN-RECOGNITION MACHINE [J].

CARPENTER, GA ;

GROSSBERG, S .

COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1987, 37 (01) :54-115

[6]

Caudill M., 1990, NATURALLY INTELLIGEN

[7]

Curran D, 1998, STAT MED, V17, P697, DOI 10.1002/(SICI)1097-0258(19980315/15)17:5/7<697::AID-SIM815>3.0.CO

[8]

2-Y

[9]

Davidson AC, 1997, BOOTSTRAP METHODS TH

[10] 1977 RIETZ LECTURE - BOOTSTRAP METHODS - ANOTHER LOOK AT THE JACKKNIFE [J].

EFRON, B .

ANNALS OF STATISTICS, 1979, 7 (01) :1-26

← 1 2 3 →