Large-Scale Group Decision-Making Model with Cooperative Behavior Based on Social Network Analysis considering Propagation of Decision-Makers’ Preference
This paper proposes a large-scale group decision-making model with cooperative behavior based on social network analysis considering propagation of decision-makers’ preference, which is applicable for large-scale group decision-making problems in social network contexts. The main contributions of ou...
Saved in:
Main Authors: | , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Wiley
2022-01-01
|
Series: | Journal of Mathematics |
Online Access: | http://dx.doi.org/10.1155/2022/2842601 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
_version_ | 1832558404784095232 |
---|---|
author | Shizhen Bai Hao He Mengke Ge Ruobing Yang Dan Luo Xinrui Bi |
author_facet | Shizhen Bai Hao He Mengke Ge Ruobing Yang Dan Luo Xinrui Bi |
author_sort | Shizhen Bai |
collection | DOAJ |
description | This paper proposes a large-scale group decision-making model with cooperative behavior based on social network analysis considering propagation of decision-makers’ preference, which is applicable for large-scale group decision-making problems in social network contexts. The main contributions of our research are three aspects. Firstly, a novel calculation method of cooperative degree, hesitant degree, and noncooperative degree is developed, which considers both the network status and the preference for each DM, and thereby it can better represent the current state for each DM. Then, the determination method of each DM’s weight is presented, which considers both the individual network centrality and preference similarity degree. In addition, the score for the current cooperation situation is performed, and the improvement algorithm of the increase of cooperative degree and the decrease of noncooperative degree is designed to enhance the quality of the decision-making results. Finally, the proposed model has demonstrated the validity and superiority based on the comparative and sensitive analysis through a practical example. |
format | Article |
id | doaj-art-a631cf01650d469aa59bac019f0eb2b1 |
institution | Kabale University |
issn | 2314-4785 |
language | English |
publishDate | 2022-01-01 |
publisher | Wiley |
record_format | Article |
series | Journal of Mathematics |
spelling | doaj-art-a631cf01650d469aa59bac019f0eb2b12025-02-03T01:32:31ZengWileyJournal of Mathematics2314-47852022-01-01202210.1155/2022/2842601Large-Scale Group Decision-Making Model with Cooperative Behavior Based on Social Network Analysis considering Propagation of Decision-Makers’ PreferenceShizhen Bai0Hao He1Mengke Ge2Ruobing Yang3Dan Luo4Xinrui Bi5School of ManagementSchool of ManagementSchool of Mathematical SciencesSchool of ManagementSchool of ManagementSchool of ManagementThis paper proposes a large-scale group decision-making model with cooperative behavior based on social network analysis considering propagation of decision-makers’ preference, which is applicable for large-scale group decision-making problems in social network contexts. The main contributions of our research are three aspects. Firstly, a novel calculation method of cooperative degree, hesitant degree, and noncooperative degree is developed, which considers both the network status and the preference for each DM, and thereby it can better represent the current state for each DM. Then, the determination method of each DM’s weight is presented, which considers both the individual network centrality and preference similarity degree. In addition, the score for the current cooperation situation is performed, and the improvement algorithm of the increase of cooperative degree and the decrease of noncooperative degree is designed to enhance the quality of the decision-making results. Finally, the proposed model has demonstrated the validity and superiority based on the comparative and sensitive analysis through a practical example.http://dx.doi.org/10.1155/2022/2842601 |
spellingShingle | Shizhen Bai Hao He Mengke Ge Ruobing Yang Dan Luo Xinrui Bi Large-Scale Group Decision-Making Model with Cooperative Behavior Based on Social Network Analysis considering Propagation of Decision-Makers’ Preference Journal of Mathematics |
title | Large-Scale Group Decision-Making Model with Cooperative Behavior Based on Social Network Analysis considering Propagation of Decision-Makers’ Preference |
title_full | Large-Scale Group Decision-Making Model with Cooperative Behavior Based on Social Network Analysis considering Propagation of Decision-Makers’ Preference |
title_fullStr | Large-Scale Group Decision-Making Model with Cooperative Behavior Based on Social Network Analysis considering Propagation of Decision-Makers’ Preference |
title_full_unstemmed | Large-Scale Group Decision-Making Model with Cooperative Behavior Based on Social Network Analysis considering Propagation of Decision-Makers’ Preference |
title_short | Large-Scale Group Decision-Making Model with Cooperative Behavior Based on Social Network Analysis considering Propagation of Decision-Makers’ Preference |
title_sort | large scale group decision making model with cooperative behavior based on social network analysis considering propagation of decision makers preference |
url | http://dx.doi.org/10.1155/2022/2842601 |
work_keys_str_mv | AT shizhenbai largescalegroupdecisionmakingmodelwithcooperativebehaviorbasedonsocialnetworkanalysisconsideringpropagationofdecisionmakerspreference AT haohe largescalegroupdecisionmakingmodelwithcooperativebehaviorbasedonsocialnetworkanalysisconsideringpropagationofdecisionmakerspreference AT mengkege largescalegroupdecisionmakingmodelwithcooperativebehaviorbasedonsocialnetworkanalysisconsideringpropagationofdecisionmakerspreference AT ruobingyang largescalegroupdecisionmakingmodelwithcooperativebehaviorbasedonsocialnetworkanalysisconsideringpropagationofdecisionmakerspreference AT danluo largescalegroupdecisionmakingmodelwithcooperativebehaviorbasedonsocialnetworkanalysisconsideringpropagationofdecisionmakerspreference AT xinruibi largescalegroupdecisionmakingmodelwithcooperativebehaviorbasedonsocialnetworkanalysisconsideringpropagationofdecisionmakerspreference |