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Application of Personalized Individual Semantics in Magdm with Preference Information  ( EI收录)  

文献类型:期刊文献

英文题名:Application of Personalized Individual Semantics in Magdm with Preference Information

作者:Liu, Hongbin[1]; Xu, Zhuoyu[2]

第一作者:刘红彬

机构:[1] Department of Mathematics and Information Science, Henan University of Economics and Law, Zhengzhou, 450046, China; [2] Department of Computer Science and Information Engineering, Henan University of Economics and Law, Zhengzhou, 450046, China

第一机构:河南财经政法大学数学与信息科学学院

年份:2023

外文期刊名:SSRN

收录:EI(收录号:20230263609)

语种:英文

外文关键词:Decision making - Semantics

摘要:Personalized Individual Semantics (PIS) means that individuals may understand the same word differently, and this can impact the result of linguistic decision making. Using this tool, we have proposed new research directions for addressing multi-attribute group decision making (MAGDM) problems with preference information. The decision information required for this method includes objective information in the form of multi-attribute linguistic decision matrix and subjective preference information in the form of ranking of alternatives. We first propose a consistency-driven model, which utilizes a simulated annealing algorithm to analyze the personalized individual semantics interval numerical scales associated with each linguistic term, as well as the attribute weights. By using a second-stage optimization technique, an optimization model maximizing consensus of the group is constructed to obtain the PISs of linguistic terms. Individual weights are also obtained from the optimization model by minimizing the distance between the individual opinions and collective opinion. Finally, the optimal alternative is selected based on the comprehensive scores of alternatives. We apply this method to the selection of new energy vehicles to demonstrate effectiveness of the group consensus method based on dynamic PIS in addressing MAGDM problems. ? 2023, The Authors. All rights reserved.

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