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...
Main Authors: | , , , |
---|---|
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 |
_version_ | 1818543403666767872 |
---|---|
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. |
first_indexed | 2024-12-11T22:34:56Z |
format | Article |
id | doaj.art-a9bbf4ecbe6b46008f9d83898b5fa41a |
institution | Directory Open Access Journal |
issn | 1875-6883 |
language | English |
last_indexed | 2024-12-11T22:34:56Z |
publishDate | 2013-04-01 |
publisher | Springer |
record_format | Article |
series | International Journal of Computational Intelligence Systems |
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 |
work_keys_str_mv | AT jianxiong adecisionsupportmodelformultiattributegroupdecisionmakingusingamultiobjectiveoptimizationapproach AT yingwuchen adecisionsupportmodelformultiattributegroupdecisionmakingusingamultiobjectiveoptimizationapproach AT keweiyang adecisionsupportmodelformultiattributegroupdecisionmakingusingamultiobjectiveoptimizationapproach AT jingliu adecisionsupportmodelformultiattributegroupdecisionmakingusingamultiobjectiveoptimizationapproach AT jianxiong decisionsupportmodelformultiattributegroupdecisionmakingusingamultiobjectiveoptimizationapproach AT yingwuchen decisionsupportmodelformultiattributegroupdecisionmakingusingamultiobjectiveoptimizationapproach AT keweiyang decisionsupportmodelformultiattributegroupdecisionmakingusingamultiobjectiveoptimizationapproach AT jingliu decisionsupportmodelformultiattributegroupdecisionmakingusingamultiobjectiveoptimizationapproach |