Dynamic adaptive consensus reaching process with risk attitude for multi-criteria group decision making

IF 15.5 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Yuanyuan Zhou , Ligang Zhou
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引用次数: 0

Abstract

To address conflicts among decision-makers (DMs) in multi-criteria group decision making (MCGDM), this study proposes a dynamic adaptive consensus-based conflict detection and reaching model that integrates decision risk and risk attitudes into the MCGDM process. First, criterion weights are determined based on the significance levels and risk attitudes of the DMs. Then, a consensus measure is developed by incorporating both cognitive and interest conflicts. A consensus reaching process (CRP) with dynamic adaptive feedback mechanism is subsequently applied to enhance the consensus level among DMs. Furthermore, internal and external decision risks are combined to determine the weights of DMs. Finally, a case study, sensitivity analysis, and comparative assessment are conducted to validate the rationale and effectiveness of the proposed approach.
基于风险态度的多准则群体决策动态自适应共识达成过程
为了解决多准则群体决策(MCGDM)中决策者之间的冲突,本研究提出了一种基于共识的动态自适应冲突检测和达成模型,该模型将决策风险和风险态度整合到MCGDM过程中。首先,根据决策者的显著性水平和风险态度确定标准权重。然后,将认知冲突和利益冲突结合起来,形成共识测度。随后,采用具有动态自适应反馈机制的共识达成过程(CRP)来提高决策团队之间的共识水平。此外,结合内部和外部决策风险来确定决策决策的权重。最后,通过案例分析、敏感性分析和对比评价验证了该方法的合理性和有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Information Fusion
Information Fusion 工程技术-计算机:理论方法
CiteScore
33.20
自引率
4.30%
发文量
161
审稿时长
7.9 months
期刊介绍: Information Fusion serves as a central platform for showcasing advancements in multi-sensor, multi-source, multi-process information fusion, fostering collaboration among diverse disciplines driving its progress. It is the leading outlet for sharing research and development in this field, focusing on architectures, algorithms, and applications. Papers dealing with fundamental theoretical analyses as well as those demonstrating their application to real-world problems will be welcome.
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