A Regret Theory-Based Decision-Making Method with A Reference Set under the Hesitant Fuzzy Environment

被引:5
|
作者
Zhang, Zhiying [1 ]
Liao, Huchang [1 ]
Al-Barakati, Abdullah [2 ]
机构
[1] Sichuan Univ, Business Sch, Chengdu 610064, Peoples R China
[2] King Abdulaziz Univ, Fac Comp & Informat Technol, Jeddah 21589, Saudi Arabia
基金
中国国家自然科学基金;
关键词
Multiple criteria decision making; regret theory; utility function; reference set; neighborhood relation; PROSPECT-THEORY;
D O I
10.1109/fuzz48607.2020.9177552
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
People often face the problem of selecting a set of preferred alternatives from a large scale of alternatives, and due to the limited personal cognition, the judgments of decision-makers may distort a rational choice. This study puts forward a two-stage model to solve the decision-making problems with massive alternatives based on the regret theory. In the first stage, a method is proposed to narrow the set of alternatives so as to screen the relative better alternatives from a large number of options. In the second stage, by taking into accounts decision-makers' psychological behavior, a regret-theory-based method is applied to choose the optimal alternative from the narrowed candidate set. In addition, as it is a challenge for decision-makers to make precise evaluations in a highly uncertain decision-making environment, the evaluations in this study are represented by hesitant fuzzy sets to deal with ambiguous and uncertain information. An illustrative example is given to verify the applicability and effectiveness of the proposed model.
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页数:7
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