双犹豫模糊环境下基于前景理论的大规模行为三方群体决策

IF 8.6 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Wenjing Lei;Xiaona Li;Kaixin Gong;Bingzhen Sun
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引用次数: 0

摘要

三向决策(TWD)是解决复杂、高风险决策问题的有效方法。社会网络的扩散和信息的快速交换促进了大规模群体决策(LSGDM)的发展,由于其在不同领域的必要性和适用性,LSGDM已成为一个新兴的问题。这就需要在TWD的框架内对LSGDM进行调查。鉴于损失函数的共识在三路群体决策(TWGD)中的重要作用,以及有限理性对决策结果的重大影响,本文旨在建立基于前景理论的三路群体决策中效用函数的共识达成过程(CRP)模型,从而构建解决双犹豫模糊(DHF)不确定性下三路群体决策问题的新型大规模行为TWGD模型。具体而言,首先建立了基于前景理论的行为DHF TWD模型,该模型的阈值参数不是期望损失最小化,而是期望前景值最大化。在此基础上,构建了考虑合作竞争关系的基于社会度的社会网络,并运用社会网络分析方法对决策者进行聚类。据此,设计了远景值调整的CRP模型。然后,提出了一个大规模的行为TWGD模型来解决LSGDM中的弹性供应商选择问题。最后,通过数值算例和对比分析验证了该模型的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Large-Scale Behavioral Three-Way Group Decision Based on Prospect Theory Under Dual Hesitant Fuzzy Environment
Three-way decision (TWD) is a powerful method to tackle complex and high-risk decision-making problems. The proliferation of social networks and rapid exchange of information has fostered growing instances of large-scale group decision-making (LSGDM), which has become an emerging concern because of its necessity and applicability in distinct domains. This necessitates the investigation of LSGDM within the framework of TWD. Given the essential role of the consensus on loss functions in three-way group decision (TWGD) and the significant impact of bounded rationality on decision results, this article, therefore, aims to present a consensus-reaching process (CRP) model for the prospect theory-based utility functions in LSGDM and thus build a novel large scale behavioral TWGD model for solving LSGDM issues under dual hesitant fuzzy (DHF) uncertainty. Specifically, the behavioral DHF TWD based on prospect theory is first built, wherein the threshold parameters are figured out by maximizing expected prospect value, instead of minimizing expected loss. Then, the social network based on social degree considering the co-opetition relationship is constructed, and a social network analysis method is implemented to cluster decision-makers. Accordingly, the CRP model for the prospect value adjustment is designed. Afterward, a large-scale behavioral TWGD model is proposed to tackle an LSGDM issue, resilient supplier selection. Finally, a numerical example and comparative analysis are conducted to demonstrate the effectiveness of the proposed model.
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来源期刊
IEEE Transactions on Systems Man Cybernetics-Systems
IEEE Transactions on Systems Man Cybernetics-Systems AUTOMATION & CONTROL SYSTEMS-COMPUTER SCIENCE, CYBERNETICS
CiteScore
18.50
自引率
11.50%
发文量
812
审稿时长
6 months
期刊介绍: The IEEE Transactions on Systems, Man, and Cybernetics: Systems encompasses the fields of systems engineering, covering issue formulation, analysis, and modeling throughout the systems engineering lifecycle phases. It addresses decision-making, issue interpretation, systems management, processes, and various methods such as optimization, modeling, and simulation in the development and deployment of large systems.
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