New distance measures of complex Fermatean fuzzy sets with applications in decision making and clustering problems

被引:1
|
作者
Liu, Zhe [1 ,2 ]
Zhu, Sijia [3 ]
Senapati, Tapan [4 ,5 ]
Deveci, Muhammet [6 ,7 ,8 ]
Pamucar, Dragan [9 ,10 ,11 ]
Yager, Ronald R. [12 ]
机构
[1] Xinyu Univ, Coll Math & Comp, Xinyu 338004, Peoples R China
[2] Univ Sains Malaysia, Sch Comp Sci, George Town 11800, Malaysia
[3] Jiangsu Normal Univ, CW Chu Coll, Xuzhou 221116, Peoples R China
[4] Southwest Univ, Sch Math & Stat, Chongqing 400715, Peoples R China
[5] Saveetha Inst Med & Tech Sci, Saveetha Sch Engn, Chennai 602105, India
[6] Natl Def Univ, Turkish Naval Acad, Dept Ind Engn, TR-34942 Istanbul, Turkiye
[7] Imperial Coll London, Royal Sch Mines, London SW7 2AZ, England
[8] Western Caspian Univ, Dept Informat Technol, Baku 1001, Azerbaijan
[9] Szecheny Istvan Univ, H-9026 Gyor, Hungary
[10] Yuan Ze Univ, Dept Ind Engn & Management, Taoyuan City 320315, Taiwan
[11] Univ Belgrade, Fac Org Sci, Dept Operat Res & Stat, Belgrade 11000, Serbia
[12] Iona Coll, Machine Intelligence Inst, New York, NY 10801 USA
关键词
Complex Fermatean fuzzy sets; Distance measure; Decision making; Clustering;
D O I
10.1016/j.ins.2024.121310
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Complex Fermatean fuzzy sets (CFFSs) integrate the ideas of complex fuzzy sets and Fermatean fuzzy sets, where the membership, non-membership, and hesitancy degrees are all complex numbers, allowing the express uncertain information more flexibly and comprehensively. However, how to reasonably measure the discrepancies between CFFSs in decision-making remains an open task. This paper presents a series of new distance measures of CFFSs and their weighted versions based on Hamming, Euclidean, Hausdorff, and Hellinger distances. On this basis, we explore some outstanding properties that the proposed measures satisfy ( i.e. , boundedness, nondegeneracy, symmetry, and triangular inequality) and demonstrate their effectiveness through several examples. Furthermore, we design a decision-making algorithm as well as a clustering algorithm based on the proposed measures and verify the performance of the proposed measures through several applications.
引用
收藏
页数:22
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