Consensus reaching in social network DeGroot Model: The roles of the Self-confidence and node degree

被引:86
作者
Ding, Zhaogang [1 ]
Chen, Xia [2 ]
Dong, Yucheng [2 ]
Herrera, Francisco [3 ,4 ]
机构
[1] Northwest Univ, Sch Publ Management, Xian 710069, Shaanxi, Peoples R China
[2] Sichuan Univ, Business Sch, Chengdu 610065, Sichuan, Peoples R China
[3] Univ Granada, Dept Comp Sci & Artificial Intelligence, E-18071 Granada, Spain
[4] King Abdulaziz Univ, Fac Comp & Informat Technol, North Jeddah, Saudi Arabia
关键词
Consensus; Opinion dynamics; Self-confidence; Node degree; Convergence speed; GROUP DECISION-MAKING; OPINION DYNAMICS; FUSION PROCESS; SZNAJD MODEL; MINIMUM-COST; EMERGENCE; SYSTEMS; SPREAD;
D O I
10.1016/j.ins.2019.02.028
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we investigate how the agent's self-confidence level and the node degree influence the consensus opinion formation and the consensus convergence speed in the social network DeGroot model. We find that (1) the higher self-confidence will increase the agent's importance degree to determine the consensus opinion, but will also slow down the convergence speed for all agents to be able to obtain consensus, and (2) it is conducive to accelerating the convergence speed to be able to reach a consensus where all agents can manage to balance self-confidence levels and node degrees in the social network. (C) 2019 Elsevier Inc. All rights reserved.
引用
收藏
页码:62 / 72
页数:11
相关论文
共 53 条
  • [1] [Anonymous], 2007, Graph Theory
  • [2] Emergence of scaling in random networks
    Barabási, AL
    Albert, R
    [J]. SCIENCE, 1999, 286 (5439) : 509 - 512
  • [4] Election results and the Sznajd model on Barabasi network
    Bernardes, AT
    Stauffer, D
    Kertész, J
    [J]. EUROPEAN PHYSICAL JOURNAL B, 2002, 25 (01) : 123 - 127
  • [5] FINITE SIZE SCALING ANALYSIS OF ISING-MODEL BLOCK DISTRIBUTION-FUNCTIONS
    BINDER, K
    [J]. ZEITSCHRIFT FUR PHYSIK B-CONDENSED MATTER, 1981, 43 (02): : 119 - 140
  • [6] Models for the Diffusion of Beliefs in Social Networks
    Chamley, Christophe
    Scaglione, Anna
    Li, Lin
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 2013, 30 (03) : 16 - 29
  • [7] Majority rule dynamics in finite dimensions
    Chen, P
    Redner, S
    [J]. PHYSICAL REVIEW E, 2005, 71 (03):
  • [8] The fusion process with heterogeneous preference structures in group decision making: A survey
    Chen, Xia
    Zhang, Hengjie
    Dong, Yucheng
    [J]. INFORMATION FUSION, 2015, 24 : 72 - 83
  • [9] Mixing beliefs among interacting agents
    Deffuant, G
    Neau, D
    Amblard, F
    Weisbuch, G
    [J]. APPLICATIONS OF SIMULATION TO SOCIAL SCIENCES, 2000, : 87 - 98
  • [10] REACHING A CONSENSUS
    DEGROOT, MH
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1974, 69 (345) : 118 - 121