A SURVEY OF FUZZY CLUSTERING

被引:350
作者
YANG, MS
机构
[1] Department of Mathematics Chung Yuan Christian University Chungli
关键词
CLUSTER ANALYSIS; FUZZY CLUSTERING; FUZZY C-PARTITIONS; FUZZY RELATION; FUZZY C-MEANS; FUZZY GENERALIZED K-NEAREST NEIGHBOR RULE; CLUSTER VALIDITY;
D O I
10.1016/0895-7177(93)90202-A
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper is a survey of fuzzy set theory applied in cluster analysis. These fuzzy clustering algorithms have been widely studied and applied in a variety of substantive areas. They also become the major techniques in cluster analysis. In this paper, we give a survey of fuzzy clustering in three categories. The first category is the fuzzy clustering based on fuzzy relation. The second one is the fuzzy clustering based on objective function. Finally, we give an overview of a nonparametric classifier. That is the fuzzy generalized k-nearest neighbor rule.
引用
收藏
页码:1 / 16
页数:16
相关论文
共 103 条
[21]   DETECTION AND CHARACTERIZATION OF CLUSTER SUBSTRUCTURE .1. LINEAR STRUCTURE - FUZZY C-LINES [J].
BEZDEK, JC ;
CORAY, C ;
GUNDERSON, R ;
WATSON, J .
SIAM JOURNAL ON APPLIED MATHEMATICS, 1981, 40 (02) :339-357
[22]   OPTIMAL FUZZY PARTITIONS - HEURISTIC FOR ESTIMATING PARAMETERS IN A MIXTURE OF NORMAL DISTRIBUTIONS [J].
BEZDEK, JC ;
DUNN, JC .
IEEE TRANSACTIONS ON COMPUTERS, 1975, 24 (08) :835-838
[23]   AN APPLICATION OF THE C-VARIETIES CLUSTERING ALGORITHMS TO POLYGONAL CURVE FITTING [J].
BEZDEK, JC ;
ANDERSON, IM .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1985, 15 (05) :637-641
[24]  
BEZDEK JC, 1984, IEEE T PATTERN ANAL, V6, P27
[25]  
Bezdek JC, 1979, ADV FUZZY SET THEORY, P445
[26]  
BEZDEK JC, 1986, J OPTIMIZATION THEOR, V54, P471
[27]   C-MEANS CLUSTERING WITH THE L1 AND L-INFINITY NORMS [J].
BOBROWSKI, L ;
BEZDEK, JC .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1991, 21 (03) :545-554
[28]   A METHOD OF SYNTHESIS OF LINEAR DISCRIMINANT FUNCTION IN THE CASE OF NONSEPARABILITY [J].
BOBROWSKI, L ;
NIEMIRO, W .
PATTERN RECOGNITION, 1984, 17 (02) :205-210
[29]   EFFICIENT IMPLEMENTATION OF THE FUZZY C-MEANS CLUSTERING ALGORITHMS [J].
CANNON, RL ;
DAVE, JV ;
BEZDEK, JC .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1986, 8 (02) :248-255
[30]   SEGMENTATION OF A THEMATIC MAPPER IMAGE USING THE FUZZY C-MEANS CLUSTERING-ALGORITHM [J].
CANNON, RL ;
DAVE, JV ;
BEZDEK, JC ;
TRIVEDI, MM .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1986, 24 (03) :400-408