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Evaluating mobile services using integrated weighting approach and fuzzy VIKOR

Mobile services’ rapid evolution and development has meant that their evaluation has become a more and more pressing issue, and from both the practical and theoretical standpoints. The significant previous work in the field of multiple-criteria decision-making based evaluation of mobile services has...

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Autores principales: Suh, Yongyoon, Park, Yongtae, Kang, Daekook
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6548382/
https://www.ncbi.nlm.nih.gov/pubmed/31163061
http://dx.doi.org/10.1371/journal.pone.0217786
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author Suh, Yongyoon
Park, Yongtae
Kang, Daekook
author_facet Suh, Yongyoon
Park, Yongtae
Kang, Daekook
author_sort Suh, Yongyoon
collection PubMed
description Mobile services’ rapid evolution and development has meant that their evaluation has become a more and more pressing issue, and from both the practical and theoretical standpoints. The significant previous work in the field of multiple-criteria decision-making based evaluation of mobile services has some practical limitations that should be noted. First, there has been insufficient research that has utilized both objective and subjective weighting. Second, the investigations that have employed Vise Kriterijumska Optimizacija I Kompromisno Resenje (VIKOR), a well known practical tool for use in multi-criteria decision making, did not consider the fuzzy environment. In order to fill these gaps in the literature, the present study developed fuzzy VIKOR for use with an integrated weighting approach that combines subjective and objective weighting to account for mobile services’ various characteristics and, thereby, evaluate their quality. For subjective weighting, Decision Making Trial and Evaluation Laboratory (DEMATEL) was employed for simple determination of the weighting and causal relationships. For objective weighting of evaluation criteria, Shannon entropy was utilized. This study has a unique contribution in that it reflects the special circumstances of the mobile service evaluation that have not been considered in the previous studies. Especially, in this study, not only the subjective weighting method but also the objective weighting method are used for more accurate importance weight of evaluation criteria. In the novelty aspect, this is the first study trying to utilize fuzzy VIKOR in concert with a novel combined subjective/objective weighting method in order to integrate objective decision-matrix-derived information with subjective decision-maker preferences. Additionally, a supplemental, empirical mobile-service-evaluation case study was conducted that enables researchers and practitioners to better understand the overall, practical evaluation process. Validation of the case study results by comparison with other, representative multiple-criteria decision-making methods verified the proposed method’s robustness.
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spelling pubmed-65483822019-06-17 Evaluating mobile services using integrated weighting approach and fuzzy VIKOR Suh, Yongyoon Park, Yongtae Kang, Daekook PLoS One Research Article Mobile services’ rapid evolution and development has meant that their evaluation has become a more and more pressing issue, and from both the practical and theoretical standpoints. The significant previous work in the field of multiple-criteria decision-making based evaluation of mobile services has some practical limitations that should be noted. First, there has been insufficient research that has utilized both objective and subjective weighting. Second, the investigations that have employed Vise Kriterijumska Optimizacija I Kompromisno Resenje (VIKOR), a well known practical tool for use in multi-criteria decision making, did not consider the fuzzy environment. In order to fill these gaps in the literature, the present study developed fuzzy VIKOR for use with an integrated weighting approach that combines subjective and objective weighting to account for mobile services’ various characteristics and, thereby, evaluate their quality. For subjective weighting, Decision Making Trial and Evaluation Laboratory (DEMATEL) was employed for simple determination of the weighting and causal relationships. For objective weighting of evaluation criteria, Shannon entropy was utilized. This study has a unique contribution in that it reflects the special circumstances of the mobile service evaluation that have not been considered in the previous studies. Especially, in this study, not only the subjective weighting method but also the objective weighting method are used for more accurate importance weight of evaluation criteria. In the novelty aspect, this is the first study trying to utilize fuzzy VIKOR in concert with a novel combined subjective/objective weighting method in order to integrate objective decision-matrix-derived information with subjective decision-maker preferences. Additionally, a supplemental, empirical mobile-service-evaluation case study was conducted that enables researchers and practitioners to better understand the overall, practical evaluation process. Validation of the case study results by comparison with other, representative multiple-criteria decision-making methods verified the proposed method’s robustness. Public Library of Science 2019-06-04 /pmc/articles/PMC6548382/ /pubmed/31163061 http://dx.doi.org/10.1371/journal.pone.0217786 Text en © 2019 Suh et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://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
Suh, Yongyoon
Park, Yongtae
Kang, Daekook
Evaluating mobile services using integrated weighting approach and fuzzy VIKOR
title Evaluating mobile services using integrated weighting approach and fuzzy VIKOR
title_full Evaluating mobile services using integrated weighting approach and fuzzy VIKOR
title_fullStr Evaluating mobile services using integrated weighting approach and fuzzy VIKOR
title_full_unstemmed Evaluating mobile services using integrated weighting approach and fuzzy VIKOR
title_short Evaluating mobile services using integrated weighting approach and fuzzy VIKOR
title_sort evaluating mobile services using integrated weighting approach and fuzzy vikor
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6548382/
https://www.ncbi.nlm.nih.gov/pubmed/31163061
http://dx.doi.org/10.1371/journal.pone.0217786
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