A robust correlation coefficient measure of complex intuitionistic fuzzy sets and their applications in decision-making

被引:126
|
作者
Garg, Harish [1 ]
Rani, Dimple [1 ]
机构
[1] Deemed Univ, Sch Math, Thapar Inst Engn & Technol, Patiala 147004, Punjab, India
关键词
Intuitionistic fuzzy set; Complex intuitionistic fuzzy set; Correlation coefficient; MCDM; Medical diagnosis; AGGREGATION OPERATORS;
D O I
10.1007/s10489-018-1290-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The objective of this work is to present novel correlation coefficient measures for measuring the relationship between the two complex intuitionistic fuzzy sets (CIFSs). In the existing studies of fuzzy and its extension, the uncertainties present in the data are handled with the help of degrees of membership which are the subset of real numbers, and may lose some useful information and hence consequently affect on the decision results. An alternative to these, complex intuitionistic fuzzy set handles the uncertainties with the degrees whose ranges are extended from real subset to the complex subset with unit disc and hence handle the two-dimensional information in a single set. Thus, motivated by this, we develop correlation and weighted correlation coefficients under the CIFS environment in which pairs of the membership degrees represent the two-dimensional information. Also, some of the desirable properties of it are investigated. Further, based on these measures, a multicriteria decision-making approach is presented under the CIFS environment. Two illustrative examples are taken to demonstrate the efficiency of the proposed approach and validate it by comparing their results with the several existing approaches' results.
引用
收藏
页码:496 / 512
页数:17
相关论文
共 50 条
  • [41] Complex intuitionistic fuzzy preference relations and their applications in individual and group decision-making problems
    Rani, Dimple
    Garg, Harish
    [J]. INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2021, 36 (04) : 1800 - 1830
  • [42] A novel intuitionistic fuzzy similarity measure with applications in decision-making, pattern recognition, and clustering problems
    Kumar, Rakesh
    Kumar, Satish
    [J]. GRANULAR COMPUTING, 2023, 8 (05) : 1027 - 1050
  • [43] A novel intuitionistic fuzzy similarity measure with applications in decision-making, pattern recognition, and clustering problems
    Rakesh Kumar
    Satish Kumar
    [J]. Granular Computing, 2023, 8 (5) : 1027 - 1050
  • [44] TOPSIS Method Based on the Correlation Coefficient of Interval-Valued Intuitionistic Fuzzy Soft Sets and Aggregation Operators with Their Application in Decision-Making
    Zulqarnain, Rana Muhammad
    Xin, Xiao Long
    Saqlain, Muhammad
    Khan, Waseem Asghar
    [J]. JOURNAL OF MATHEMATICS, 2021, 2021
  • [45] Roughness of linear Diophantine fuzzy sets by intuitionistic fuzzy relations over dual universes with decision-making applications
    Gul, Rizwan
    Ayub, Saba
    Shabir, Muhammad
    Alballa, Tmader
    Khalifa, Hamiden Abd El-Wahed
    [J]. COMPUTATIONAL & APPLIED MATHEMATICS, 2024, 43 (06):
  • [46] A new correlation measure of the intuitionistic fuzzy sets
    Liu, Bingsheng
    Shen, Yinghua
    Mu, Lingling
    Chen, Xiaohong
    Chen, Liwen
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2016, 30 (02) : 1019 - 1028
  • [47] New measure of circular intuitionistic fuzzy sets and its application in decision making
    Xu, Changlin
    Wen, Yaqing
    [J]. AIMS MATHEMATICS, 2023, 8 (10): : 24053 - 24074
  • [48] An Advanced Distance Measure for Intuitionistic Fuzzy Sets and Its Application in Decision Making
    Talukdar, Pranjal
    Dutta, Palash
    [J]. RECENT ADVANCES IN INTELLIGENT INFORMATION SYSTEMS AND APPLIED MATHEMATICS, 2020, 863 : 314 - 326
  • [49] H-max distance measure of intuitionistic fuzzy sets in decision making
    Roan Thi Ngan
    Le Hoang Son
    Bui Cong Cuong
    Ali, Mumtaz
    [J]. APPLIED SOFT COMPUTING, 2018, 69 : 393 - 425
  • [50] Complex interval-value intuitionistic fuzzy sets: Quaternion number representation, correlation coefficient and applications
    Su, Yanhong
    Gong, Zengtai
    Qin, Na
    [J]. AIMS MATHEMATICS, 2024, 9 (08): : 19943 - 19966