On the J-divergence of intuitionistic fuzzy sets with its application to pattern recognition

被引:160
作者
Hung, Wen-Liang [1 ]
Yang, Mii-Shen [2 ]
机构
[1] Natl Hsinchu Univ Educ, Grad Inst Comp Sci, Hsinchu, Taiwan
[2] Chung Yuan Christian Univ, Dept Appl Math, Chungli, Taiwan
关键词
intuitionistic fuzzy set; divergence; clustering; entropy; pattern recognition;
D O I
10.1016/j.ins.2007.11.006
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The importance of suitable distance measures between intuitionistic fuzzy sets (IFSs) arises because of the role they play in the inference problem. A concept closely related to one of distance measures is a divergence measure based on the idea of information-theoretic entropy that was first introduced in communication theory by Shannon (1949). It is known that J-divergence is an important family of divergences. In this paper, we construct J-divergence between IFSs. The proposed J-divergence can induce some useful distance and similarity measures between IFSs. Numerical examples demonstrate that the proposed measures perform well in clustering and pattern recognition. (c) 2007 Elsevier Inc. All rights reserved.
引用
收藏
页码:1641 / 1650
页数:10
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