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A two-fold feedback mechanism to support consensus-reaching in social network group decision-making

机译:支持社交网络群体决策达成共识的双重反馈机制

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摘要

This study focuses on consensus-reaching in social network group decision-making. Using Archimedeant-norms andt-conorms as the basis, this study introduces a family of interval-valued dual trust propagation (IVDTP) operators. A perfect knowledge degree-induced ordered weighted averaging (PKD-IOWA) aggregation operator is also put forward for obtaining the overall trust and distrust values. The proposed PKD-IOWA aggregation operator makes full use of the knowledge in each trust path, which can effectively overcome the limitations of existing trust aggregation operators. The weights of the experts can then be derived by combining the IVDTP operators and the PKD-IOWA aggregation operator. Three levels of consensus indices are defined to identify the incompatible experts in a group. A two-fold feedback mechanism comprising a judgment feedback mechanism (JFM) and a weight feedback mechanism (WFM), is designed to reach consensus. In each round of this interaction model, the most incompatible expert is advised to modify his/her judgments on the basis of the JFM. If the expert rejects the suggestion, then his/her weight will be reduced according to the WFM, which can act as an incentive or penalty to force him/her to accept the judgment feedback suggestion. Two illustrative examples are used to validate the feasibility and effectiveness of the proposed approach, followed by comparative analysis and discussion.
机译:这项研究的重点是在社交网络群体决策中达成共识。本研究以阿基米德-范数和t-定理为基础,介绍了一组区间值双重信任传播(IVDTP)算子。提出了一种完善的知识程度诱导的有序加权平均(PKD-IOWA)聚合算子,以获取整体的信任和不信任值。所提出的PKD-IOWA聚合运算符充分利用了每个信任路径中的知识,可以有效克服现有信任聚合运算符的局限性。然后可以通过组合IVDTP运算符和PKD-IOWA聚合运算符来得出专家的权重。定义了三个级别的共识索引,以识别组中不兼容的专家。为了达成共识,设计了包含判断反馈机制(JFM)和权重反馈机制(WFM)的双重反馈机制。在此交互模型的每一轮中,建议最不兼容的专家根据JFM修改其判断。如果专家拒绝该建议,那么将根据WFM减轻其体重,这可以作为激励或惩罚,以迫使他/她接受判断反馈的建议。使用两个说明性示例来验证所提出方法的可行性和有效性,然后进行比较分析和讨论。

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