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Improved DEMATEL-ISM integration approach for complex systems

PURPOSE: Decision Making Trial and Evaluation Laboratory (DEMATEL) and Interpretive Structural Modeling (ISM) are commonly used separately, but also may be combined per their common characteristics to identify causal relationships and hierarchical structure among factors in complex systems with a re...

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Autor principal: Chen, Jih-Kuang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8284662/
https://www.ncbi.nlm.nih.gov/pubmed/34270630
http://dx.doi.org/10.1371/journal.pone.0254694
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author Chen, Jih-Kuang
author_facet Chen, Jih-Kuang
author_sort Chen, Jih-Kuang
collection PubMed
description PURPOSE: Decision Making Trial and Evaluation Laboratory (DEMATEL) and Interpretive Structural Modeling (ISM) are commonly used separately, but also may be combined per their common characteristics to identify causal relationships and hierarchical structure among factors in complex systems with a relatively small computational burden. The purpose of this study is to establish an improved DEMATEL-ISM integration approach to remedy the disadvantages of the traditional DEMATEL-ISM integration method. A case study was conducted to compare the proposed improved integration approach against the traditional integration method, and to validate its feasibility and effectiveness. METHODS: The proposed improved DEMATEL-ISM integration approach has two main parts: a threshold determination via maximum mean de-entropy (MMDE) method and an additional transitivity check process. The factors influencing China’s rural-urban floating population’s willingness to participate in social insurance was analyzed as a case study. RESULTS: The traditional and improved methods show notable differences in the hierarchical factor structure and the inner influence relationship among factors that they respectively reveal. The traditional integration approach results in some irrationality, while the improved approach does not. ORIGINALITY: This study confirms the importance of proper threshold determination and reachability matrix transitivity checking during DEMATEL-ISM integration. The improved approach includes a scientific threshold determination method based on the MMDE method, plus a transitivity check of the reachability matrix with necessary corrections to ensure its soundness. It can be straightforwardly operated at a relatively low computational burden while providing accurate analysis results.
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spelling pubmed-82846622021-07-28 Improved DEMATEL-ISM integration approach for complex systems Chen, Jih-Kuang PLoS One Research Article PURPOSE: Decision Making Trial and Evaluation Laboratory (DEMATEL) and Interpretive Structural Modeling (ISM) are commonly used separately, but also may be combined per their common characteristics to identify causal relationships and hierarchical structure among factors in complex systems with a relatively small computational burden. The purpose of this study is to establish an improved DEMATEL-ISM integration approach to remedy the disadvantages of the traditional DEMATEL-ISM integration method. A case study was conducted to compare the proposed improved integration approach against the traditional integration method, and to validate its feasibility and effectiveness. METHODS: The proposed improved DEMATEL-ISM integration approach has two main parts: a threshold determination via maximum mean de-entropy (MMDE) method and an additional transitivity check process. The factors influencing China’s rural-urban floating population’s willingness to participate in social insurance was analyzed as a case study. RESULTS: The traditional and improved methods show notable differences in the hierarchical factor structure and the inner influence relationship among factors that they respectively reveal. The traditional integration approach results in some irrationality, while the improved approach does not. ORIGINALITY: This study confirms the importance of proper threshold determination and reachability matrix transitivity checking during DEMATEL-ISM integration. The improved approach includes a scientific threshold determination method based on the MMDE method, plus a transitivity check of the reachability matrix with necessary corrections to ensure its soundness. It can be straightforwardly operated at a relatively low computational burden while providing accurate analysis results. Public Library of Science 2021-07-16 /pmc/articles/PMC8284662/ /pubmed/34270630 http://dx.doi.org/10.1371/journal.pone.0254694 Text en © 2021 Jih-Kuang Chen https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Chen, Jih-Kuang
Improved DEMATEL-ISM integration approach for complex systems
title Improved DEMATEL-ISM integration approach for complex systems
title_full Improved DEMATEL-ISM integration approach for complex systems
title_fullStr Improved DEMATEL-ISM integration approach for complex systems
title_full_unstemmed Improved DEMATEL-ISM integration approach for complex systems
title_short Improved DEMATEL-ISM integration approach for complex systems
title_sort improved dematel-ism integration approach for complex systems
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8284662/
https://www.ncbi.nlm.nih.gov/pubmed/34270630
http://dx.doi.org/10.1371/journal.pone.0254694
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