Consistency and Consensus Analysis for Group Decision Making With Fuzzy Preference Relations Based on Cooperative Game Theory

一致性(知识库) 偏爱 词典序 计算机科学 模糊逻辑 乘法函数 群体决策 一致性模型 数学优化 数理经济学 博弈论 数学 人工智能 算法 统计 社会心理学 心理学 数学分析 组合数学 正确性
作者
Fanyong Meng,Witold Pedrycz,Zaiwu Gong,Chunqiao Tan
出处
期刊:IEEE Transactions on Fuzzy Systems [Institute of Electrical and Electronics Engineers]
卷期号:31 (7): 2140-2152 被引量:7
标识
DOI:10.1109/tfuzz.2022.3219548
摘要

Consistency and consensus study for group decision making (GDM) with fuzzy preference relations (FPRs) are necessary, which have a decisive impact on the quality of decision results. Consistency can prevent self-contradictory judgments, and consensus limits the deviation among individual judgments within the preset threshold. Because acceptably multiplicative consistency still cannot avoid self-contradictory judgments, this article considers the ordinal consistency and acceptably multiplicative consistency simultaneously. In view of these aspects, we introduce a new optimal model-based method for GDM with FPRs. As minimum total adjustment and minimum individual adjustment may be inconsistent, we introduce the Solidarity consistency and consensus adjustment mechanism to allocate the minimum total adjustment, which fully considers the cooperation and solidarity among decision makers. When the So-CCAM does not exhibit stability, we present the nucleolus CCAM, which is the best element in the core according to lexicographical order. After that, an algorithm is offered. To demonstrate the application and efficiency of the new method, an illustrative example is offered, and a comparison is carried out. It offers the first optimization models-based method for GDM with FPRs in view of ordinal consistency, acceptably multiplicative consistency, and consensus analysis. Further, it provides two rational consistency and CCAMs by cooperative game theory.
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