A variable weight-based hybrid approach for multi-attribute group decision making under interval-valued intuitionistic fuzzy sets

被引:127
作者
Liu, Sen [1 ]
Yu, Wei [2 ]
Chan, Felix T. S. [3 ]
Niu, Ben [4 ,5 ,6 ]
机构
[1] Yunnan Univ Finance & Econ, Sch Logist, Kunming, Yunnan, Peoples R China
[2] Rajax Network Technol Ltd Liabil Co, Business Analyt Dept, Guangzhou, Peoples R China
[3] Hong Kong Polytech Univ, Dept Ind & Syst Engn, Hung Hom, Hong Kong, Peoples R China
[4] Shenzhen Univ, Dept Management Sci, Coll Management, Shenzhen 518060, Guangdong, Peoples R China
[5] Shenzhen Univ, Inst Big Data Intelligent Management & Decis, Shenzhen, Peoples R China
[6] Shenzhen Univ, Great Bay Area Int Inst Innovat, Shenzhen, Peoples R China
基金
中国国家自然科学基金;
关键词
interval‐ valued intuitionistic fuzzy sets; multi‐ attribute group decision making; TOPSIS; variable weight; DETERMINING ATTRIBUTE WEIGHTS; EVIDENTIAL REASONING APPROACH; AGGREGATION OPERATORS; INFORMATION; DEVIATION; SELECTION; SYSTEM; TOPSIS; MODELS; AHP;
D O I
10.1002/int.22329
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article aims to develop a novel hybrid multi-attribute group decision-making approach under interval-valued intuitionistic fuzzy sets (IVIFS) by integrating variable weight, correlation coefficient, and technique for order performance by similarity to an ideal solution (TOPSIS). First, experts give their evaluation in IVIFS, and then the weighting evaluation matrix is computed based on interval-valued intuitionistic fuzzy weighted averaging operator with the subjective attribute weights given in advance. Second, a simple and useful weighting approach on the basis of correlation coefficient is put forward to obtain the experts weights. Third, we treat the attribute weights as a varying vector, and then propose a variable weighting approach for its acquisition. Fourth, an individual decision can be converted to an alternative decision by considering the experts and attributes weights together. At last, the integrated assessment value of each alternative is computed by TOPSIS, and then the most appropriate alternative is chosen. Two illustrative examples dealt with the problem by the method presented in this article demonstrate the usefulness of this approach, compared with those by the other methods.
引用
收藏
页码:1015 / 1052
页数:38
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