A large-scale group decision-making model considering risk attitudes and dynamically changing roles

计算机科学 构造(python库) 等级制度 比例(比率) 群体决策 集合(抽象数据类型) 选择(遗传算法) 概率逻辑 芯(光纤) 鉴定(生物学) 数据挖掘 机器学习 风险分析(工程) 运筹学 人工智能 心理学 数学 医学 社会心理学 电信 物理 植物 量子力学 经济 市场经济 生物 程序设计语言
作者
Xiaoting Cheng,Zeshui Xu,Xunjie Gou
出处
期刊:Expert Systems With Applications [Elsevier]
卷期号:245: 123017-123017 被引量:32
标识
DOI:10.1016/j.eswa.2023.123017
摘要

Aiming at three issues in large-scale group decision-making (LSGDM): risk attitudes, dynamically changing roles, and dynamically adjust evaluation information of decision makers (DMs), this paper constructs an LSGDM model by considering risk attitudes and dynamically changing roles. Firstly, we introduce the concept of risk attitudes and the method of identification and creatively combine it with Decision Making Trial and Evaluation Laboratory to divide DMs into four categories including core DMs, driven DMs, independent DMs, and followers. Considering the dynamically changing roles of DMs, an adjustment method for evaluation information is proposed. Then a double recognition mechanism is developed to determine whether the consensus has been reached. Moreover, we construct a method to determine the weights of DMs. Based on the above research, an LSGDM model based on probabilistic double hierarchy linguistic term set is constructed and applied to a practical problem of the selection of emergency medical distribution schemes. Finally, a sensitivity analysis is performed to examine the impact of different adjustment coefficients on the results, and the validity of our method is further illustrated by comparative analysis.
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