2021
DOI: 10.1038/s41598-021-02306-y
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A new model to identify node importance in complex networks based on DEMATEL method

Abstract: It is still a hot research topic to identify node importance in complex networks. Recently many methods have been proposed to deal with this problem. However, most of the methods only focus on local or path information, they do not combine local and global information well. In this paper, a new model to identify node importance based on Decision-making Trial and Evaluation Laboratory (DEMATEL) is presented. DEMATEL method is based on graph theory which takes the global information into full consideration so th… Show more

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Cited by 11 publications
(5 citation statements)
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“…The DEMATEL method allows for quantitative analysis of the mutual influence degrees between elements, including influence degree, degree of being influenced, along with cause and centrality of each element. This method obtains weight values between the elements considering interrelationships between indicators, so as to adjust and optimize the weight interference due to the non-independence between the product design evaluation indicators [61]. According to Table Ⅰ, the evaluation index's importance differs with mutual influence.…”
Section: ) Dematel Methods Weights Calculationmentioning
confidence: 99%
“…The DEMATEL method allows for quantitative analysis of the mutual influence degrees between elements, including influence degree, degree of being influenced, along with cause and centrality of each element. This method obtains weight values between the elements considering interrelationships between indicators, so as to adjust and optimize the weight interference due to the non-independence between the product design evaluation indicators [61]. According to Table Ⅰ, the evaluation index's importance differs with mutual influence.…”
Section: ) Dematel Methods Weights Calculationmentioning
confidence: 99%
“…It is a systematic analysis method using graph theory and matrix tools. By analyzing the logical relationship and direct influence relationship among the factors in the system, the influence degree and affected degree of each factor to other factors are calculated, and then each center degree and cause degree are calculated as the basis for constructing the model, so as to determine the causal relationship among the factors and the position of each factor in the system 13 …”
Section: Methodsmentioning
confidence: 99%
“…By analyzing the logical relationship and direct influence relationship among the factors in the system, the influence degree and affected degree of each factor to other factors are calculated, and then each center degree and cause degree are calculated as the basis for constructing the model, so as to determine the causal relationship among the factors and the position of each factor in the system. 13 ISM is a kind of structured model technology, and its concept was first proposed by Linstone. ISM technology is developed by Warfield, which uses computers to help researchers study complex problems and solve them with mathematical calculation programs.…”
Section: Dematel-ism-based Risk Factor Model For Quality Management O...mentioning
confidence: 99%
“…Commonly used weighting methods include subjective methods, objective methods, and methods in which subjective and objective weights are combined. Representative subjective weighting methods include AHP 23 , DEMATEL 24 , etc. The subjective method can reflect the knowledge and experience of decision-makers, but it is highly subjective.…”
Section: Literature Reviewmentioning
confidence: 99%