Consensus Model of Social Network Group Decision-Making Based on Trust Relationship Among Experts and Expert Reliability

可靠性(半导体) 匹配(统计) 群体决策 集合(抽象数据类型) 计算机科学 概率逻辑 度量(数据仓库) 人工智能 知识管理 心理学 社会心理学 数据挖掘 数学 功率(物理) 统计 物理 量子力学 程序设计语言
作者
Ya Wang,Mei Cai,Xinglian Jian
出处
期刊:Chinese Journal of Systems Engineering and Electronics [Institute of Electrical and Electronics Engineers]
卷期号:34 (6): 1576-1588 被引量:1
标识
DOI:10.23919/jsee.2023.000021
摘要

Due to people's increasing dependence on social networks, it is essential to develop a consensus model considering not only their own factors but also the interaction between people. Both external trust relationship among experts and the internal reliability of experts are important factors in decision-making. This paper focuses on improving the scientificity and effectiveness of decision-making and presents a consensus model combining trust relationship among experts and expert reliability in social network group decision-making (SN-GDM). A concept named matching degree is proposed to measure expert reliability. Meanwhile, linguistic information is applied to manage the imprecise and vague information. Matching degree is expressed by a 2-tuple linguistic model, and experts' preferences are measured by a probabilistic linguistic term set (PLTS). Subsequently, a hybrid weight is explored to weigh experts' importance in a group. Then a consensus measure is introduced and a feedback mechanism is developed to produce some personalized recommendations with higher group consensus. Finally, a comparative example is provided to prove the scientificity and effectiveness of the proposed consensus model.
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