Consensus evolution networks: A consensus reaching tool for managing consensus thresholds in group decision making

被引:59
作者
Wu, Tong [1 ,3 ]
Liu, Xinwang [1 ]
Qin, Jindong [2 ]
Herrera, Francisco [3 ,4 ]
机构
[1] Southeast Univ, Sch Econ & Management, Nanjing 210096, Jiangsu, Peoples R China
[2] Wuhan Univ Technol, Sch Management, Wuhan 430070, Hubei, Peoples R China
[3] Univ Granada, Dept Comp Sci & Artificial Intelligence, Granada, Spain
[4] King Abdulaziz Univ, Fac Comp & Informat Technol, Jeddah, Saudi Arabia
基金
美国国家科学基金会;
关键词
Consensus reaching process; Consensus evolution networks; Group decision making; LINGUISTIC INFORMATION; CONSISTENCY CONTROL; MINIMUM ADJUSTMENT; SOCIAL NETWORK; MODEL; DYNAMICS; COST;
D O I
10.1016/j.inffus.2019.05.005
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The consensus reaching process (CRP) is a critical part of group decision making (GDM). In order to explore the evolution of consensus, a new CRP tool is proposed based on consensus evolution networks (CENs). The CENs are built based on the consensus degrees among decision makers (DMs) and allow us to manage the consensus thresholds and its evolution. A new consensus index is introduced based on the structured and numerical aspects of the CENs. The new consensus index can not only deeply analyze the constitution of consensus, but also determine the weights of DMs. According to the clustering coefficient, the sensitive consensus threshold is identified and the sensitive consensus evolution network (SCEN) is built. Based on the complementary SCEN, a pairwise feedback adjustment method is proposed to improve consensus. Besides, the sparsity of the CENs can act as a reference to determine the agreed consensus thresholds, which is considered an important issue in traditional models. A numerical example is used to verify the usefulness of the proposed CRP tool. The numerical results show that the evolution of consensus can be clearly found based on CENs and the pairwise method can improve consensus in only four rounds.
引用
收藏
页码:375 / 388
页数:14
相关论文
共 50 条
  • [21] Consensus reaching model with individual satisfactions in group decision making
    Zhang, Hengjie
    Dong, Yucheng
    Herrera-Viedma, Enrique
    2015 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE 2015), 2015,
  • [22] A large scale consensus reaching process managing group hesitation
    Rodriguez, Rosa M.
    Labella, Alvaro
    De Tre, Guy
    Martinez, Luis
    KNOWLEDGE-BASED SYSTEMS, 2018, 159 : 86 - 97
  • [23] Consensus Reaching Process for Traditional Group Decision Making in View of the Optimal Adjustment Mechanism
    Meng, Fan-Yong
    Pedrycz, Witold
    Tang, Jie
    IEEE TRANSACTIONS ON CYBERNETICS, 2023, 53 (06) : 3748 - 3759
  • [24] A quantum cognition based group decision making model considering interference effects in consensus reaching process
    Jiang, Jing
    Liu, Xinwang
    COMPUTERS & INDUSTRIAL ENGINEERING, 2022, 173
  • [25] Consensus Reaching and Strategic Manipulation in Group Decision Making With Trust Relationships
    Dong, Yucheng
    Zha, Quanbo
    Zhang, Hengjie
    Herrera, Francisco
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 51 (10): : 6304 - 6318
  • [26] An adaptive module for the consensus reaching process in group decision making problems
    Herrera-Viedma, E
    Mata, F
    Martínez, L
    Pérez, LG
    MODELING DECISIONS FOR ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2005, 3558 : 89 - 98
  • [27] A hierarchical consensus reaching process for group decision making with noncooperative behaviors
    Tang, Ming
    Liao, Huchang
    Mi, Xiaomei
    Lev, Benjamin
    Pedrycz, Witold
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2021, 293 (02) : 632 - 642
  • [28] An automatic approach to reaching consensus in multiple attribute group decision making
    Xu, Zeshui
    COMPUTERS & INDUSTRIAL ENGINEERING, 2009, 56 (04) : 1369 - 1374
  • [29] Managing consensus and self-confidence in multiplicative preference relations in group decision making
    Liu, Wenqi
    Zhang, Hengjie
    Chen, Xia
    Yu, Shui
    KNOWLEDGE-BASED SYSTEMS, 2018, 162 : 62 - 73
  • [30] Fuzzy similarity metrics and their application to consensus reaching in group decision making
    Lopez-Ortega, Omar
    Castro-Espinoza, Felix
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2019, 36 (04) : 3095 - 3104