Nonequilibrium dynamics of language games on complex networks

被引:136
作者
Dall'Asta, Luca
Baronchelli, Andrea
Barrat, Alain
Loreto, Vittorio
机构
[1] Univ Paris Sud, Phys Theor Lab, UMR 8627, CNRS, F-91405 Orsay, France
[2] Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, Italy
[3] INFM, SMC, I-00185 Rome, Italy
关键词
D O I
10.1103/PhysRevE.74.036105
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
The naming game is a model of nonequilibrium dynamics for the self-organized emergence of a linguistic convention or a communication system in a population of agents with pairwise local interactions. We present an extensive study of its dynamics on complex networks, that can be considered as the most natural topological embedding for agents involved in language games and opinion dynamics. Except for some community structured networks on which metastable phases can be observed, agents playing the naming game always manage to reach a global consensus. This convergence is obtained after a time generically scaling with the population's size N as t(conv)similar to N-1.4 +/- 0.1, i.e., much faster than for agents embedded on regular lattices. Moreover, the memory capacity required by the system scales only linearly with its size. Particular attention is given to heterogenous networks, in which the dynamical activity pattern of a node depends on its degree. High-degree nodes have a fundamental role, but require larger memory capacity. They govern the dynamics acting as spreaders of (linguistic) conventions. The effects of other properties, such as the average degree and the clustering, are also discussed.
引用
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页数:13
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