Exponential similarity measures for Pythagorean fuzzy sets and their applications to pattern recognition and decision-making process

被引:47
|
作者
Xuan Thao Nguyen [1 ]
Van Dinh Nguyen [1 ]
Van Hanh Nguyen [1 ]
Garg, Harish [2 ]
机构
[1] Vietnam Natl Univ Agr, Fac Informat Technol, Hanoi, Vietnam
[2] Thapar Inst Engn & Technol, Sch Math, Patiala 147004, Punjab, India
关键词
Pythagorean fuzzy sets; Similarity measures; Decision-making problems; Pattern recognition; Exponential functions; VAGUE SETS; AGGREGATION OPERATORS; OPERATIONAL LAWS; EXTENSION; TOPSIS; INDEX;
D O I
10.1007/s40747-019-0105-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A Pythagorean fuzzy set is one of the successful extensions of the intuitionistic fuzzy set to handle the uncertain and fuzzy information in a more wider way. In this paper, some new exponential similarity measures (SMs) for measuring the similarities between objects are proposed. For it, we used the exponential function for the membership and the non-membership degrees and hence defined some series of the SMs for PFSs. The various desirable properties and their relations are examined. Several counter-intuitive cases are given to show the effectiveness of the proposed measures with the existing SMs. Furthermore, examples to classify the pattern recognition and the decision-making problems are presented and compared with the existing approaches.
引用
收藏
页码:217 / 228
页数:12
相关论文
共 50 条
  • [1] Exponential similarity measures for Pythagorean fuzzy sets and their applications to pattern recognition and decision-making process
    Xuan Thao Nguyen
    Van Dinh Nguyen
    Van Hanh Nguyen
    Harish Garg
    Complex & Intelligent Systems, 2019, 5 : 217 - 228
  • [2] On generalized similarity measures for Pythagorean fuzzy sets and their applications to multiple attribute decision-making
    Verma, Rajkumar
    Merigo, Jose M.
    INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2019, 34 (10) : 2556 - 2583
  • [3] Multiparametric similarity measures on Pythagorean fuzzy sets with applications to pattern recognition
    Xindong Peng
    Harish Garg
    Applied Intelligence, 2019, 49 : 4058 - 4096
  • [4] Multiparametric similarity measures on Pythagorean fuzzy sets with applications to pattern recognition
    Peng, Xindong
    Garg, Harish
    APPLIED INTELLIGENCE, 2019, 49 (12) : 4058 - 4096
  • [5] APPLICATIONS OF SIMILARITY MEASURES FOR PYTHAGOREAN FUZZY SETS BASED ON SINE FUNCTION IN DECISION-MAKING PROBLEMS
    Arora, H. D.
    Naithani, Anjali
    JOURNAL OF APPLIED MATHEMATICS & INFORMATICS, 2022, 40 (5-6): : 897 - 914
  • [6] Similarity measures of Pythagorean fuzzy sets based on Lp metric and its applications to multicriteria decision-making with Pythagorean VIKOR and clustering
    Hussain, Zahid
    Afzal, Hafeeza
    Hussain, Rashid
    Nasimullah
    COMPUTATIONAL & APPLIED MATHEMATICS, 2023, 42 (07):
  • [7] Similarity measures of Pythagorean fuzzy sets based on Lp metric and its applications to multicriteria decision-making with Pythagorean VIKOR and clustering
    Zahid Hussain
    Hafeeza Afzal
    Rashid Hussain
    Computational and Applied Mathematics, 2023, 42
  • [8] Linguistic Pythagorean fuzzy sets and its applications in multiattribute decision-making process
    Garg, Harish
    INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2018, 33 (06) : 1234 - 1263
  • [9] Distance and similarity measures of Pythagorean fuzzy sets and their applications to multiple criteria group decision making
    Zeng, Wenyi
    Li, Deqing
    Yin, Qian
    INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2018, 33 (11) : 2236 - 2254
  • [10] Pythagorean fuzzy soft rough sets and their applications in decision-making
    Hussain, Azmat
    Ali, Muhammad Irfan
    Mahmood, Tahir
    JOURNAL OF TAIBAH UNIVERSITY FOR SCIENCE, 2020, 14 (01): : 101 - 113