The Impact of Network Flows on Community Formation in Models of Opinion Dynamics

被引:3
|
作者
Ghosh, Rumi [1 ]
Lerman, Kristina [2 ]
机构
[1] Robert Bosch LLC, Palo Alto, CA USA
[2] Univ So Calif, Inst Informat Sci, Marina Del Rey, CA 90292 USA
来源
JOURNAL OF MATHEMATICAL SOCIOLOGY | 2015年 / 39卷 / 02期
基金
美国国家科学基金会;
关键词
dynamic models; mathematical modeling; social networks; COMPLEX; SYNCHRONIZATION; ORGANIZATION; CENTRALITY;
D O I
10.1080/0022250X.2014.905776
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We study dynamics of opinion formation in a network of coupled agents. As the network evolves to a steady state, opinions of agents within the same community converge faster than those of other agents. This framework allows us to study how network topology and network flow, which mediates the transfer of opinions between agents, both affect the formation of communities. In traditional models of opinion dynamics, agents are coupled via conservative flows, which result in one-to-one opinion transfer. However, social interactions are often nonconservative, resulting in one-to-many transfer of opinions. We study opinion formation in networks using one-to-one and one-to-many interactions and show that they lead to different community structure within the same network.
引用
收藏
页码:109 / 124
页数:16
相关论文
共 50 条
  • [21] Memory in network flows and its effects on spreading dynamics and community detection
    Martin Rosvall
    Alcides V. Esquivel
    Andrea Lancichinetti
    Jevin D. West
    Renaud Lambiotte
    [J]. Nature Communications, 5
  • [22] Opinion Formation Models on a Gradient
    Gastner, Michael T.
    Markou, Nikolitsa
    Pruessner, Gunnar
    Draief, Moez
    [J]. PLOS ONE, 2014, 9 (12):
  • [23] Memory in network flows and its effects on spreading dynamics and community detection
    Rosvall, Martin
    Esquivel, Alcides V.
    Lancichinetti, Andrea
    West, Jevin D.
    Lambiotte, Renaud
    [J]. NATURE COMMUNICATIONS, 2014, 5
  • [24] Impact of memory on opinion dynamics
    Jedrzejewski, Arkadiusz
    Sznajd-Weron, Katarzyna
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2018, 505 : 306 - 315
  • [25] Wind energy: Influencing the dynamics of the public opinion formation through the retweet network
    Mastroeni, Loretta
    Naldi, Maurizio
    Vellucci, Pierluigi
    [J]. TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2023, 194
  • [26] Dynamics of opinion formation in hierarchical social networks: Network structure and initial bias
    Li, P. P.
    Hui, P. M.
    [J]. EUROPEAN PHYSICAL JOURNAL B, 2008, 61 (03): : 371 - 376
  • [27] Dynamics of opinion formation in hierarchical social networks: Network structure and initial bias
    P. P. Li
    P. M. Hui
    [J]. The European Physical Journal B, 2008, 61 : 371 - 376
  • [28] Opinion strength influences the spatial dynamics of opinion formation
    Baumgaertner, Bert O.
    Tyson, Rebecca T.
    Krone, Stephen M.
    [J]. JOURNAL OF MATHEMATICAL SOCIOLOGY, 2016, 40 (04): : 207 - 218
  • [29] Opinion attractiveness and its effect in opinion formation models
    Perez-Llanos, Mayte
    Pablo Pinasco, Juan
    Saintier, Nicolas
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2020, 559
  • [30] An Opinion Dynamics Model with Community Structure
    Si, Xia-Meng
    Liu, Yun
    Ding, Fei
    Zhang, Yan-Chao
    [J]. ICMS2010: PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON MODELLING AND SIMULATION, VOL 6: MODELLING & SIMULATION INDUSTRIAL ENGINEERING & MANAGEMENT, 2010, : 41 - 46