Minimum Cost Consensus-Based Social Network Group Decision Making With Altruism-Fairness Preferences and Ordered Trust Propagation

IF 8.6 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Systems Man Cybernetics-Systems Pub Date : 2024-09-17 DOI:10.1109/TSMC.2024.3452931
Yu Feng;Yaoguo Dang;Junjie Wang;Junliang Du;Francisco Chiclana
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Abstract

Different from conventional decision-making environments, decision makers (DMs) in a community setting usually exhibit the complex social preferences and intricate social interactions, which may lead to high-decision costs for group consensus reaching. To address this challenge, we design a minimum cost consensus-based social network group decision making (SNGDM) approach considering altruism-fairness preferences and ordered trust propagation. First, a trust propagation method with order effect and path length is proposed to estimate the completed trust relationships among DMs in order to determine the weights of DMs. Then, inspired by the interaction of altruism and fairness preferences, we define the individual altruism-fairness preference utility function and utility level for cost consensus, and explore some properties. Afterwards, a new minimum cost consensus-based SNGDM with individual altruism-fairness preference utility is constructed. Finally, the validity of the proposed consensus framework is confirmed through the carbon reduction consensus problem of China’s aviation enterprises. Moreover, the sensitivity studies and comparative analysis are conducted to further demonstrate the merits of our proposal.
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基于利他主义-公平偏好和有序信任传播的最小成本共识式社会网络群体决策
与传统的决策环境不同,社区环境中的决策者(DMs)通常表现出复杂的社会偏好和错综复杂的社会互动,这可能会导致达成群体共识的决策成本过高。为了应对这一挑战,我们设计了一种基于最小成本共识的社会网络群体决策(SNGDM)方法,其中考虑了利他主义-公平偏好和有序信任传播。首先,我们提出了一种具有有序效应和路径长度的信任传播方法来估计 DM 之间的完整信任关系,从而确定 DM 的权重。然后,受利他主义和公平偏好交互作用的启发,我们定义了成本共识的个体利他主义-公平偏好效用函数和效用水平,并探讨了一些特性。之后,我们构建了一个基于最小成本共识的、具有个体利他主义-公平偏好效用的 SNGDM。最后,通过中国航空企业的碳减排共识问题证实了所提出的共识框架的有效性。此外,我们还进行了敏感性研究和比较分析,以进一步证明我们建议的优点。
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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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