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Interval-valued distributed preference relation and its application to group decision making
As an important way to help express the preference relation between alternatives, distributed preference relation (DPR) can represent the preferred, non-preferred, indifferent, and uncertain degrees of one alternative over another simultaneously. DPR, however, is unavailable in some situations where...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5995369/ https://www.ncbi.nlm.nih.gov/pubmed/29889871 http://dx.doi.org/10.1371/journal.pone.0198393 |
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author | Liu, Yin Fu, Chao Xue, Min Chang, Wenjun Yang, Shanlin |
author_facet | Liu, Yin Fu, Chao Xue, Min Chang, Wenjun Yang, Shanlin |
author_sort | Liu, Yin |
collection | PubMed |
description | As an important way to help express the preference relation between alternatives, distributed preference relation (DPR) can represent the preferred, non-preferred, indifferent, and uncertain degrees of one alternative over another simultaneously. DPR, however, is unavailable in some situations where a decision maker cannot provide the precise degrees of one alternative over another due to lack of knowledge, experience, and data. In this paper, to address this issue, we propose interval-valued DPR (IDPR) and present its properties of validity and normalization. Through constructing two optimization models, an IDPR matrix is transformed into a score matrix to facilitate the comparison between any two alternatives. The properties of the score matrix are analyzed. To guarantee the rationality of the comparisons between alternatives derived from the score matrix, the additive consistency of the score matrix is developed. In terms of these, IDPR is applied to model and solve multiple criteria group decision making (MCGDM) problem. Particularly, the relationship between the parameters for the consistency of the score matrix associated with each decision maker and those for the consistency of the score matrix associated with the group of decision makers is analyzed. A manager selection problem is investigated to demonstrate the application of IDPRs to MCGDM problems. |
format | Online Article Text |
id | pubmed-5995369 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-59953692018-06-21 Interval-valued distributed preference relation and its application to group decision making Liu, Yin Fu, Chao Xue, Min Chang, Wenjun Yang, Shanlin PLoS One Research Article As an important way to help express the preference relation between alternatives, distributed preference relation (DPR) can represent the preferred, non-preferred, indifferent, and uncertain degrees of one alternative over another simultaneously. DPR, however, is unavailable in some situations where a decision maker cannot provide the precise degrees of one alternative over another due to lack of knowledge, experience, and data. In this paper, to address this issue, we propose interval-valued DPR (IDPR) and present its properties of validity and normalization. Through constructing two optimization models, an IDPR matrix is transformed into a score matrix to facilitate the comparison between any two alternatives. The properties of the score matrix are analyzed. To guarantee the rationality of the comparisons between alternatives derived from the score matrix, the additive consistency of the score matrix is developed. In terms of these, IDPR is applied to model and solve multiple criteria group decision making (MCGDM) problem. Particularly, the relationship between the parameters for the consistency of the score matrix associated with each decision maker and those for the consistency of the score matrix associated with the group of decision makers is analyzed. A manager selection problem is investigated to demonstrate the application of IDPRs to MCGDM problems. Public Library of Science 2018-06-11 /pmc/articles/PMC5995369/ /pubmed/29889871 http://dx.doi.org/10.1371/journal.pone.0198393 Text en © 2018 Liu 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 Liu, Yin Fu, Chao Xue, Min Chang, Wenjun Yang, Shanlin Interval-valued distributed preference relation and its application to group decision making |
title | Interval-valued distributed preference relation and its application to group decision making |
title_full | Interval-valued distributed preference relation and its application to group decision making |
title_fullStr | Interval-valued distributed preference relation and its application to group decision making |
title_full_unstemmed | Interval-valued distributed preference relation and its application to group decision making |
title_short | Interval-valued distributed preference relation and its application to group decision making |
title_sort | interval-valued distributed preference relation and its application to group decision making |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5995369/ https://www.ncbi.nlm.nih.gov/pubmed/29889871 http://dx.doi.org/10.1371/journal.pone.0198393 |
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