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
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