A novel cross-efficiency evaluation method under hesitant fuzzy environment

被引:4
|
作者
Fan, Jianping [1 ]
Lan, Jinrong [1 ]
Zhang, Jing [1 ]
Wang, Zhan [1 ]
Wu, Meiqin [1 ]
机构
[1] Shanxi Univ, Sch Econ & Management, Taiyuan 030006, Shanxi, Peoples R China
关键词
cross-efficiency; group decision-making; hesitant fuzzy set; attribute weight; relative closeness degree; DEA; AGGREGATION; MODELS;
D O I
10.3233/JIFS-181477
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the cross-efficiency model, when the decision making unit (DMU) self-evaluation efficiency value is optimal, the sets of input and output weights exhibit non-uniqueness, and the choice among alternative optimal solutions results in different peer- evaluation values, consequently leading to different cross-efficiency scores and rankings. In addition, the interval value constitutes the cross-efficiency value, which increases the uncertainty of the decision- making due to the information fuzziness. To solve this problem, a group decision-making method for cross-efficiency is proposed on the basis of hesitant fuzzy sets (HFSs). This method selects five optimal solutions. Moreover, given that the attitudes of decision-makers range from pessimistic to optimistic, this method introduces HFSs to the cross-efficiency matrix, and obtains the multi-objective optimization method to rank the alternatives based on the relative closeness degree. Finally, a classical numerical example is provided to illustrate the potential applications of the proposed method and its effectiveness in ranking DMUs.
引用
收藏
页码:371 / 383
页数:13
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