Title
Comprehensive fuzzy concept-oriented three-way decision and its application
Abstract
Currently, more and more researchers use the idea and strategy of three-way decision to guide scientific research. In this paper, we propose two comprehensive fuzzy concepts and apply them to construct a new three-way decision model. Firstly, with the TOPSIS method, this paper regards the optimal distance and the worst distance as the cost fuzzy concept and the benefit fuzzy concept, respectively. Then, based on the fuzzy concepts with opposite characteristics, two comprehensive fuzzy concepts (i.e., the comprehensive benefit fuzzy concept and the comprehensive cost fuzzy concept) are proposed, and the relationship between the decision-making regions corresponding to the two comprehensive fuzzy concepts is discussed. Further, four fuzzy neighborhood operators are used to describe the relationship between any two schemes and the relative loss function is used to compute the loss value of each scheme with different behaviors in different states. Afterwards, we introduce a new three-way decision model to solve the multi-criteria decision-making (MCDM) problem. Comparing analysis, Kendall analysis and Spearman analysis show that our method is feasible and stable.
Year
DOI
Venue
2022
10.1016/j.ins.2022.02.001
Information Sciences
Keywords
DocType
Volume
Three-way decision,Fuzzy neighborhood operator,Multi-criteria decision-making,Comprehensive fuzzy concepts
Journal
593
ISSN
Citations 
PageRank 
0020-0255
0
0.34
References 
Authors
0
4
Name
Order
Citations
PageRank
Xiangbin Liu100.34
Wang Mao200.34
Jianhua Dai389651.62
Kai Zhang411456.69