Distance measures between type-2 intuitionistic fuzzy sets and their application to multicriteria decision-making process

被引:98
|
作者
Singh, Sukhveer [1 ]
Garg, Harish [1 ]
机构
[1] Thapar Univ, Sch Math, Patiala 147004, Punjab, India
关键词
Distance measures; Type-2 fuzzy set; Type-2 intuitionistic fuzzy set; Decision-making; INTERVAL TYPE-2; SIMILARITY MEASURE; AGGREGATION OPERATORS; OWA OPERATORS; ENTROPY; INFORMATION; FUZZISTICS; SYSTEMS;
D O I
10.1007/s10489-016-0869-9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Type-2 fuzzy set (T2FS) is a generalization of the ordinary fuzzy set in which the membership value for each member of the set is itself a fuzzy set. However, it is difficult, in some situations, for the decision-makers to give their preferences towards the object in terms of single or exact number. For handling this, a concept of type-2 intuitionistic fuzzy set (T2IFS) has been proposed and hence under this environment, a family of distance measures based on Hamming, Euclidean and Hausdorff metrics are presented. Some of its desirable properties have also been investigated in details. Finally, based on these measures, a group decision making method has been presented for ranking the alternatives. The proposed measures has been illustrated with a numerical example.
引用
收藏
页码:788 / 799
页数:12
相关论文
共 50 条
  • [1] Distance measures between type-2 intuitionistic fuzzy sets and their application to multicriteria decision-making process
    Sukhveer Singh
    Harish Garg
    Applied Intelligence, 2017, 46 : 788 - 799
  • [2] DISTANCE MEASURES BETWEEN THE COMPLEX INTUITIONISTIC FUZZY SETS AND THEIR APPLICATIONS TO THE DECISION-MAKING PROCESS
    Rani, Dimple
    Garg, Harish
    INTERNATIONAL JOURNAL FOR UNCERTAINTY QUANTIFICATION, 2017, 7 (05) : 423 - 439
  • [3] Multicriteria decision-making based on distance measures and knowledge measures of Fermatean fuzzy sets
    Ganie, Abdul Haseeb
    GRANULAR COMPUTING, 2022, 7 (04) : 979 - 998
  • [4] HESITANT LINGUISTIC INTUITIONISTIC FUZZY SETS AND THEIR APPLICATION IN MULTICRITERIA DECISION-MAKING PROBLEMS
    Wang, Xiao-Kang
    Peng, Hong-Gang
    Wang, Jian-Qiang
    INTERNATIONAL JOURNAL FOR UNCERTAINTY QUANTIFICATION, 2018, 8 (04) : 321 - 341
  • [5] Entropy measures of type-2 intuitionistic fuzzy sets and type-2 triangular intuitionistic trapezodial fuzzy sets
    Chen, Zhensong
    Xiong, Shenghua
    Li, Yanlai
    Chin, Kwai-Sang
    JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2015, 26 (04) : 774 - 793
  • [6] Entropy Measures for Interval-Valued Intuitionistic Fuzzy Sets and Their Application in Group Decision-Making
    Wei, Cuiping
    Zhang, Yuzhong
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
  • [7] A Divergence-Based Distance Measure for Intuitionistic Fuzzy Sets and Its Application in the Decision-Making of Innovation Management
    Ju, Fei
    Yuan, Yongzhi
    Yuan, Ye
    Quan, Wen
    IEEE ACCESS, 2020, 8 : 1105 - 1117
  • [8] Novel exponential divergence measure of complex intuitionistic fuzzy sets with an application to the decision-making process
    Garg, H.
    Rani, D.
    SCIENTIA IRANICA, 2021, 28 (04) : 2439 - 2456
  • [9] New Distance Measure for Atanassov's Intuitionistic Fuzzy Sets and Its Application in Decision Making
    Ke, Di
    Song, Yafei
    Quan, Wen
    SYMMETRY-BASEL, 2018, 10 (10):
  • [10] Distance measures on intuitionistic hesitant fuzzy set and its application in decision-making
    Chen, Xiang
    Suo, Chunfeng
    Li, Yongming
    COMPUTATIONAL & APPLIED MATHEMATICS, 2021, 40 (03):