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Type-2 fuzzy set extension of DEMATEL method combined with perceptual computing for decision making

机译:DEMATEL方法的2类模糊集扩展与感知计算相结合进行决策

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Most decision making methods used to evaluate a system or demonstrate the weak and strength points are based on fuzzy sets and evaluate the criteria with words that are modeled with fuzzy sets. The ambiguity and vagueness of the words and different perceptions of a word are not considered in these methods. For this reason, the decision making methods that consider the perceptions of decision makers are desirable. Perceptual computing is a subjective judgment method that considers that words mean different things to different people. This method models words with interval type-2 fuzzy sets that consider the uncertainty of the words. Also, there are interrelations and dependency between the decision making criteria in the real world; therefore, using decision making methods that cannot consider these relations is not feasible in some situations. The Decision-Making Trail and Evaluation Laboratory (DEMATEL) method considers the interrelations between decision making criteria. The current study used the combination of DEMATEL and perceptual computing in order to improve the decision making methods. For this reason, the fuzzy DEMATEL method was extended into type-2 fuzzy sets in order to obtain the weights of dependent criteria based on the words. The application of the proposed method is presented for knowledge management evaluation criteria.
机译:用于评估系统或证明薄弱点和优势点的大多数决策方法都是基于模糊集并使用模糊集建模的单词来评估标准。在这些方法中,不考虑单词的歧义和模糊性以及单词的不同理解。因此,需要考虑决策者观点的决策方法。感知计算是一种主观判断方法,认为单词对不同的人意味着不同的事物。该方法使用考虑了词的不确定性的区间2型模糊集对词进行建模。此外,现实世界中的决策标准之间存在相互关系和依赖性。因此,在某些情况下,使用无法考虑这些关系的决策方法是不可行的。决策跟踪与评估实验室(DEMATEL)方法考虑了决策标准之间的相互关系。当前的研究结合了DEMATEL和感知计算,以改进决策方法。因此,将模糊DEMATEL方法扩展到2型模糊集,以便基于单词获得相关标准的权重。提出了该方法在知识管理评价标准中的应用。

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