A Coevolutionary Model for Actions and Opinions in Social Networks

被引:0
|
作者
Zino, Lorenzo [1 ]
Ye, Mengbin [1 ,2 ]
Cao, Ming [1 ]
机构
[1] Univ Groningen, ENTEG, Fac Sci & Engn, NL-9747 AG Groningen, Netherlands
[2] Curtin Univ, Optus Curtin Ctr Excellence Artificial Intelligen, Perth, WA, Australia
基金
澳大利亚研究理事会; 欧洲研究理事会;
关键词
DYNAMICS;
D O I
暂无
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 complex social networks, the decision-making mechanisms behind human actions and the cognitive processes that shape opinion formation processes are often intertwined, leading to complex and varied collective emergent behavior. In this paper, we propose a mathematical model that captures such a coevolution of actions and opinions. Following a discrete-time process, each individual decides between binary actions, aiming to coordinate with the actions of other members observed on a network of interactions and taking into account their own opinion. At the same time, the opinion of each individual evolves due to the opinions shared by other members, the actions observed on the network, and, possibly, an external influence source. We provide a global convergence result for a special case of the coupled dynamics. Steady state configurations in which all the individuals take the same action are then studied, elucidating the role of the model parameters and the network structure on the collective behavior of the system.
引用
收藏
页码:1110 / 1115
页数:6
相关论文
共 50 条
  • [21] Battle of Opinions over Evolving Social Networks
    Koprulu, Irem
    Kim, Yoora
    Shroff, Ness B.
    2016 ANNUAL CONFERENCE ON INFORMATION SCIENCE AND SYSTEMS (CISS), 2016,
  • [22] Manipulating Opinions in Social Networks With Community Structure
    Bolzern, Paolo
    Colombo, Alessandro
    Piccardi, Carlo
    IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2024, 11 (01): : 185 - 196
  • [23] Social networks, mass media and public opinions
    Hu, Haibo
    Zhu, Jonathan J. H.
    JOURNAL OF ECONOMIC INTERACTION AND COORDINATION, 2017, 12 (02) : 393 - 411
  • [24] Predicting Opinions in Social Networks Using Recurrent Neural Networks
    Zareer, Mohamed N.
    Selmic, Rastko R.
    2023 31ST MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION, MED, 2023, : 753 - 758
  • [25] Diffusion of Ordinal Opinions in Social Networks: An Agent-Based Model and Heuristics for Campaigning
    Liu, Xiaoxue
    Kato, Shohei
    Gu, Wen
    Ren, Fenghui
    Su, Guoxin
    Zhang, Minjie
    IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS, 2025, 12 (01): : 335 - 347
  • [26] Coevolutionary games on networks
    Ebel, H
    Bornholdt, S
    PHYSICAL REVIEW E, 2002, 66 (05) : 8 - 056118
  • [27] Coevolution of opinions and actions on complex networks under bounded confidence rules
    Dong, Jianglin
    Zhao, Yiyi
    Hu, Jiangping
    2022 41ST CHINESE CONTROL CONFERENCE (CCC), 2022, : 5884 - 5889
  • [28] The Impact of Cooperator's Losses on Cooperative Behavior in Coevolutionary Social Networks
    Wei, Li
    2011 INTERNATIONAL CONFERENCE ON APPLIED SOCIAL SCIENCE (ICASS 2011), VOL V, 2011, : 135 - 140
  • [29] COVNET:: A cooperative coevolutionary model for evolving artificial neural networks
    García-Pedrajas, N
    Hervág-Martínez, C
    Muñoz-Pérez, J
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2003, 14 (03): : 575 - 596
  • [30] Role of social environment and social clustering in spread of opinions in coevolving networks
    Malik, Nishant
    Mucha, Peter J.
    CHAOS, 2013, 23 (04)