A Novel Group Decision-Making Method with Adjustment Willingness in a Distributed Hesitant Fuzzy Linguistic Environment

This research aims to construct a group decision-making (GDM) method that considers decision makers’ (DMs’) willingness to adjust in a distributed hesitant fuzzy linguistic (DHFL) environment. First, to address the practical scenario where DMs may express preferences using multiple linguistic values...

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Main Authors: Xiao Liang, Xiaoxia Xu, Francisco Javier Cabrerizo
Format: Article
Language:English
Published: MDPI AG 2025-04-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/13/7/1186
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author Xiao Liang
Xiaoxia Xu
Francisco Javier Cabrerizo
author_facet Xiao Liang
Xiaoxia Xu
Francisco Javier Cabrerizo
author_sort Xiao Liang
collection DOAJ
description This research aims to construct a group decision-making (GDM) method that considers decision makers’ (DMs’) willingness to adjust in a distributed hesitant fuzzy linguistic (DHFL) environment. First, to address the practical scenario where DMs may express preferences using multiple linguistic values with explicit preference strengths, this paper extends the distributed hesitant fuzzy linguistic preference relation (DHFLPR) and supplements missing probabilities. Second, we integrate multiplicative consistency and consensus within a DHFL environment to construct two preference optimization models, whose objective functions are to minimize the overall adjustment based on DMs’ willingness to adjust, thus making the decision more consistent with actual environments. Finally, the viability and effectiveness of the new method are validated by numerical examples. The results show that our new method allows individual preferences to quickly meet the consistency requirement while maximally preserving their original preferences. Additionally, the DHFLPRs maintain the fuzziness and hesitancy in the new preferences, and effectively address the issue of unequal importance among distinct linguistic preference values.
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spelling doaj-art-a1123d2e3c474610b2feff30a97f62e22025-08-20T03:08:57ZengMDPI AGMathematics2227-73902025-04-01137118610.3390/math13071186A Novel Group Decision-Making Method with Adjustment Willingness in a Distributed Hesitant Fuzzy Linguistic EnvironmentXiao Liang0Xiaoxia Xu1Francisco Javier Cabrerizo2School of Management Science and Engineering, Nanjing University of Information Science & Technology, Nanjing 210044, ChinaResearch Center of Risk Management and Emergency Decision Making, School of Management Science and Engineering, Nanjing University of Information Science & Technology, Nanjing 210044, ChinaAndalusian Research Institute in Data Science and Computational Intelligence, Department of Computer Science and Artificial Intelligence, University of Granada, 18071 Granada, SpainThis research aims to construct a group decision-making (GDM) method that considers decision makers’ (DMs’) willingness to adjust in a distributed hesitant fuzzy linguistic (DHFL) environment. First, to address the practical scenario where DMs may express preferences using multiple linguistic values with explicit preference strengths, this paper extends the distributed hesitant fuzzy linguistic preference relation (DHFLPR) and supplements missing probabilities. Second, we integrate multiplicative consistency and consensus within a DHFL environment to construct two preference optimization models, whose objective functions are to minimize the overall adjustment based on DMs’ willingness to adjust, thus making the decision more consistent with actual environments. Finally, the viability and effectiveness of the new method are validated by numerical examples. The results show that our new method allows individual preferences to quickly meet the consistency requirement while maximally preserving their original preferences. Additionally, the DHFLPRs maintain the fuzziness and hesitancy in the new preferences, and effectively address the issue of unequal importance among distinct linguistic preference values.https://www.mdpi.com/2227-7390/13/7/1186group decision making (GDM)consensusmultiplicative consistencydistributed hesitant fuzzy linguistic preference relations (DHFLPRs)willingness to adjust
spellingShingle Xiao Liang
Xiaoxia Xu
Francisco Javier Cabrerizo
A Novel Group Decision-Making Method with Adjustment Willingness in a Distributed Hesitant Fuzzy Linguistic Environment
Mathematics
group decision making (GDM)
consensus
multiplicative consistency
distributed hesitant fuzzy linguistic preference relations (DHFLPRs)
willingness to adjust
title A Novel Group Decision-Making Method with Adjustment Willingness in a Distributed Hesitant Fuzzy Linguistic Environment
title_full A Novel Group Decision-Making Method with Adjustment Willingness in a Distributed Hesitant Fuzzy Linguistic Environment
title_fullStr A Novel Group Decision-Making Method with Adjustment Willingness in a Distributed Hesitant Fuzzy Linguistic Environment
title_full_unstemmed A Novel Group Decision-Making Method with Adjustment Willingness in a Distributed Hesitant Fuzzy Linguistic Environment
title_short A Novel Group Decision-Making Method with Adjustment Willingness in a Distributed Hesitant Fuzzy Linguistic Environment
title_sort novel group decision making method with adjustment willingness in a distributed hesitant fuzzy linguistic environment
topic group decision making (GDM)
consensus
multiplicative consistency
distributed hesitant fuzzy linguistic preference relations (DHFLPRs)
willingness to adjust
url https://www.mdpi.com/2227-7390/13/7/1186
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