An Integrated Intuitionistic Fuzzy Similarity Measures for Medical Problems

被引:11
作者
Hung, Kuo-Chen [1 ]
Wang, Pei-Kuang [2 ]
机构
[1] Hungkuang Univ, Dept Comp Sci & Informat Management, Taichung 43302, Taiwan
[2] Natl Def Univ, Dept Logist Management, Taipei 112, Taiwan
关键词
Intuitionistic fuzzy sets; similarity measure; pattern recognition; medical diagnosis; VAGUE SETS; DISTANCES;
D O I
10.1080/18756891.2013.856259
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The purpose of this paper is to develop an integrated similarity measures model based on intuitionistic fuzzy sets. This integrated model has improved two similarity measures methods: (1) Ye (Mathematical and Computer Modelling, 53, 91-97 (2011)) presented a novel cosine similarity measures method for handling pattern recognition problems based on intuitionistic fuzzy sets. However, in some cases, Ye's method can not give sufficient information to discriminate a sample between two patterns. Therefore, we provide an improved method for the similarity measure. (2) Hung et al. (Computer-Aided Design, 40, 447-454 (2008)) provided a new score function to measure the degree of suitability of each alternative. In this paper, we extend their method to modify the hesitation parameter with rate operations as a defuzzfication function for each characteristic, and then the defuzzy results as a parameter input new similarity measure method based on the Minkowski distance conception. Finally, the proposed similarity measures model is applied to two medical diagnosis problems to demonstrate the usefulness of this study. Furthermore, in order to make computing and ranking results easier, a computer-based interface system is also developed, and this system may help to make a decision more efficiently.
引用
收藏
页码:327 / 343
页数:17
相关论文
共 36 条
  • [1] [Anonymous], 2010, Intuitionistic Fuzzy Sets: Theory and Applications
  • [2] MORE ON INTUITIONISTIC FUZZY-SETS
    ATANASSOV, KT
    [J]. FUZZY SETS AND SYSTEMS, 1989, 33 (01) : 37 - 45
  • [3] INTUITIONISTIC FUZZY-SETS
    ATANASSOV, KT
    [J]. FUZZY SETS AND SYSTEMS, 1986, 20 (01) : 87 - 96
  • [4] Bhattacharyya A, 1946, SANKHYA, V7, P401
  • [5] Vague sets are intuitionistic fuzzy sets
    Bustince, H
    Burillo, P
    [J]. FUZZY SETS AND SYSTEMS, 1996, 79 (03) : 403 - 405
  • [6] MEASURES OF SIMILARITY BETWEEN VAGUE SETS
    CHEN, SM
    [J]. FUZZY SETS AND SYSTEMS, 1995, 74 (02) : 217 - 223
  • [7] Similarity measures between vague sets and between elements
    Chen, SM
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 1997, 27 (01): : 153 - 158
  • [8] Some operations on intuitionistic fuzzy sets
    De, SK
    Biswas, R
    Roy, AR
    [J]. FUZZY SETS AND SYSTEMS, 2000, 114 (03) : 477 - 484
  • [9] VAGUE SETS
    GAU, WL
    BUEHRER, DJ
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1993, 23 (02): : 610 - 614
  • [10] CORRELATION OF INTUITIONISTIC FUZZY-SETS
    GERSTENKORN, T
    MANKO, J
    [J]. FUZZY SETS AND SYSTEMS, 1991, 44 (01) : 39 - 43