A decision support model for multi-attribute group decision making using a multi-objective optimization approach

The multi-attribute group decision making (MAGDM) problem has received considerable attention in the decision analysis field and fruitful achievements have been reported in the literature. This paper focuses on the MAGDM in which the subjective absolute judgement on alternatives with respect to eval...

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Main Authors: Jian Xiong, Yingwu Chen, Kewei Yang, Jing Liu
Format: Article
Language:English
Published: Springer 2013-04-01
Series:International Journal of Computational Intelligence Systems
Subjects:
Online Access:https://www.atlantis-press.com/article/25868390.pdf
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author Jian Xiong
Yingwu Chen
Kewei Yang
Jing Liu
author_facet Jian Xiong
Yingwu Chen
Kewei Yang
Jing Liu
author_sort Jian Xiong
collection DOAJ
description The multi-attribute group decision making (MAGDM) problem has received considerable attention in the decision analysis field and fruitful achievements have been reported in the literature. This paper focuses on the MAGDM in which the subjective absolute judgement on alternatives with respect to evaluating attributes are represented by fuzzy numbers. This paper employs the consensus degree to measure the agreement level of a MAGDM solution and develops a new measure degree–departure degree to evaluate how far the decision makers from their initial decision preferences. Based on these two conflicting measure degrees, the decision process of MAGDM is modelled as a multi-objective optimization problem. A decision support model (DSM) for MAGDM is proposed. The proposed DSM, incorporating five implementing phases, aims at obtaining acceptable decision solution(s) by solving the multi-objective optimization problem and conducting an interactive procedure with decision makers. In case study, this paper takes the alternative selection problem about hydroelectric project to illustrate the phases and procedure of the proposed DSM.
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spelling doaj.art-a9bbf4ecbe6b46008f9d83898b5fa41a2022-12-22T00:48:00ZengSpringerInternational Journal of Computational Intelligence Systems1875-68832013-04-016210.1080/18756891.2013.769781A decision support model for multi-attribute group decision making using a multi-objective optimization approachJian XiongYingwu ChenKewei YangJing LiuThe multi-attribute group decision making (MAGDM) problem has received considerable attention in the decision analysis field and fruitful achievements have been reported in the literature. This paper focuses on the MAGDM in which the subjective absolute judgement on alternatives with respect to evaluating attributes are represented by fuzzy numbers. This paper employs the consensus degree to measure the agreement level of a MAGDM solution and develops a new measure degree–departure degree to evaluate how far the decision makers from their initial decision preferences. Based on these two conflicting measure degrees, the decision process of MAGDM is modelled as a multi-objective optimization problem. A decision support model (DSM) for MAGDM is proposed. The proposed DSM, incorporating five implementing phases, aims at obtaining acceptable decision solution(s) by solving the multi-objective optimization problem and conducting an interactive procedure with decision makers. In case study, this paper takes the alternative selection problem about hydroelectric project to illustrate the phases and procedure of the proposed DSM.https://www.atlantis-press.com/article/25868390.pdfmulti-attribute group decision makingmulti-objective optimizationconsensus degreedeparture degreedecision support model
spellingShingle Jian Xiong
Yingwu Chen
Kewei Yang
Jing Liu
A decision support model for multi-attribute group decision making using a multi-objective optimization approach
International Journal of Computational Intelligence Systems
multi-attribute group decision making
multi-objective optimization
consensus degree
departure degree
decision support model
title A decision support model for multi-attribute group decision making using a multi-objective optimization approach
title_full A decision support model for multi-attribute group decision making using a multi-objective optimization approach
title_fullStr A decision support model for multi-attribute group decision making using a multi-objective optimization approach
title_full_unstemmed A decision support model for multi-attribute group decision making using a multi-objective optimization approach
title_short A decision support model for multi-attribute group decision making using a multi-objective optimization approach
title_sort decision support model for multi attribute group decision making using a multi objective optimization approach
topic multi-attribute group decision making
multi-objective optimization
consensus degree
departure degree
decision support model
url https://www.atlantis-press.com/article/25868390.pdf
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