A new multi-criteria decision making algorithm for medical diagnosis and classification problems using divergence measure of picture fuzzy sets

被引:22
作者
Nguyen Xuan Thao [1 ]
Ali, Mumtaz [2 ]
Le Thi Nhung [1 ]
Gianey, Hemant Kumar [3 ]
Smarandache, Florentin [4 ]
机构
[1] Vietnam Natl Univ Agr, Hanoi, Vietnam
[2] Deakin Univ, Sch Informat Technol, 2Deakin SWU Joint Res Ctr Big Data, Geelong, Vic, Australia
[3] Thapar Inst Engn & Technol, Patiala, Punjab, India
[4] Univ New Mexico, Math Dept, Gallup, NM USA
关键词
Picture fuzzy set; picture fuzzy divergence measure; medical diagnosis; classification problem; AGGREGATION OPERATORS; ENTROPY; MODELS; (I;
D O I
10.3233/JIFS-182697
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A divergence measure plays an important part in distinguishing two probability distributions and drawing conclusions based on that discrimination. In this paper, we proposed the concept of divergence measure of picture fuzzy sets. We also built some formulas of the proposed divergence measure of picture fuzzy sets anddiscussed some basic properties of this measure.Based on the proposedmeasure, we developed a multi-criteria decision-making algorithm. Finally, we applied the proposed multi-criteria decision-making algorithm in the medical diagnosis problem and the classification problem.
引用
收藏
页码:7785 / 7796
页数:12
相关论文
共 54 条
  • [1] INTUITIONISTIC FUZZY-SETS
    ATANASSOV, KT
    [J]. FUZZY SETS AND SYSTEMS, 1986, 20 (01) : 87 - 96
  • [2] Some fuzzy logic operators for picture fuzzy sets
    Bui Cong Cuong
    Pham Van Hai
    [J]. 2015 SEVENTH INTERNATIONAL CONFERENCE ON KNOWLEDGE AND SYSTEMS ENGINEERING (KSE), 2015, : 132 - 137
  • [3] An involutive picture fuzzy negator on picture fuzzy sets and some De Morgan triples
    Bui Cong Cuong
    Roan Thi Ngan
    Bui Duong Hai
    [J]. 2015 SEVENTH INTERNATIONAL CONFERENCE ON KNOWLEDGE AND SYSTEMS ENGINEERING (KSE), 2015, : 126 - 131
  • [4] A new measure using intuitionistic fuzzy set theory and its application to edge detection
    Chaira, Tamalika
    Ray, A. K.
    [J]. APPLIED SOFT COMPUTING, 2008, 8 (02) : 919 - 927
  • [5] Cuong BC, 2013, 2013 THIRD WORLD CONGRESS ON INFORMATION AND COMMUNICATION TECHNOLOGIES (WICT), P1, DOI 10.1109/WICT.2013.7113099
  • [6] An application of intuitionistic fuzzy sets in medical diagnosis
    De, SK
    Biswas, R
    Roy, AR
    [J]. FUZZY SETS AND SYSTEMS, 2001, 117 (02) : 209 - 213
  • [7] Dinh NV, 2017, J SCI TECH, V3, P35
  • [8] Some Picture Fuzzy Aggregation Operators and Their Applications to Multicriteria Decision-Making
    Garg, Harish
    [J]. ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2017, 42 (12) : 5275 - 5290
  • [9] On the J-divergence of intuitionistic fuzzy sets with its application to pattern recognition
    Hung, Wen-Liang
    Yang, Mii-Shen
    [J]. INFORMATION SCIENCES, 2008, 178 (06) : 1641 - 1650
  • [10] NEW INFORMATION INEQUALITIES ON NEW GENERALIZED f-DIVERGENCE AND APPLICATIONS
    Jain, Kamal C.
    Chhabra, Praphull
    [J]. MATEMATICHE, 2015, 70 (02): : 271 - 281