Intuitionistic fuzzy information - Applications to pattern recognition

被引:576
作者
Vlachos, Ioannis K. [1 ]
Sergiadis, George D. [1 ]
机构
[1] Aristotle Univ Thessaloniki, Fac Technol, Dept Elect & Comp Engn, Telecommun Div, GR-54124 Thessaloniki, Greece
关键词
intuitionistic fuzzy set; discrimination information measure; intuitionistic fuzzy cross-entropy; intuitionistic fuzzy entropy; fuzziness; intuitionism; pattern recognition; medical diagnosis; image segmentation; SIMILARITY MEASURE; MEDICAL DIAGNOSIS; IMAGE-ENHANCEMENT; VAGUE SETS; ENTROPY; SEGMENTATION; DIVERGENCE;
D O I
10.1016/j.patrec.2006.07.004
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper addresses the issue of information-theoretic discrimination measures for intuitionistic fuzzy sets (IFSs). Although many measures of distance, similarity, dissimilarity, and correlation between IFSs have been proposed, there is no reference regarding information-driven measures used for comparison between sets. in this work we introduce the concepts of discrimination information and cross-entropy in the intuitionistic fuzzy setting and we derive an extension of the De Luca-Termini nonprobabilistic entropy for IFSs. Based on this entropy, we reveal an intuitive and mathematical connection between the notions of entropy for fuzzy sets (FSs) and IFSs in terms of fuzziness and intuitionism. Finally, we demonstrate the efficiency of the proposed discrimination information measure for pattern recognition, medical diagnosis, and image segmentation. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:197 / 206
页数:10
相关论文
共 36 条
[1]   NEW OPERATIONS DEFINED OVER THE INTUITIONISTIC FUZZY-SETS [J].
ATANASSOV, KT .
FUZZY SETS AND SYSTEMS, 1994, 61 (02) :137-142
[2]   MORE ON INTUITIONISTIC FUZZY-SETS [J].
ATANASSOV, KT .
FUZZY SETS AND SYSTEMS, 1989, 33 (01) :37-45
[3]   INTUITIONISTIC FUZZY-SETS [J].
ATANASSOV, KT .
FUZZY SETS AND SYSTEMS, 1986, 20 (01) :87-96
[4]   OPERATORS OVER INTERVAL VALUED INTUITIONISTIC FUZZY-SETS [J].
ATANASSOV, KT .
FUZZY SETS AND SYSTEMS, 1994, 64 (02) :159-174
[5]  
ATANASSOV KT, 1999, STUDIE S FUZZINESS S, V35
[6]   Entropy on intuitionistic fuzzy sets and on interval-valued fuzzy sets [J].
Burillo, P ;
Bustince, H .
FUZZY SETS AND SYSTEMS, 1996, 78 (03) :305-316
[7]   CORRELATION OF INTERVAL-VALUED INTUITIONISTIC FUZZY-SETS [J].
BUSTINCE, H ;
BURILLO, P .
FUZZY SETS AND SYSTEMS, 1995, 74 (02) :237-244
[8]   Vague sets are intuitionistic fuzzy sets [J].
Bustince, H ;
Burillo, P .
FUZZY SETS AND SYSTEMS, 1996, 79 (03) :403-405
[9]   Segmentation using fuzzy divergence [J].
Chaira, T ;
Ray, AK .
PATTERN RECOGNITION LETTERS, 2003, 24 (12) :1837-1844
[10]   An application of intuitionistic fuzzy sets in medical diagnosis [J].
De, SK ;
Biswas, R ;
Roy, AR .
FUZZY SETS AND SYSTEMS, 2001, 117 (02) :209-213