Topology-induced coarsening in language games

被引:95
作者
Baronchelli, A
Dall'Asta, L
Barrat, A
Loreto, V
机构
[1] Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, Italy
[2] INFM, SMC, I-00185 Rome, Italy
[3] Univ Paris 11, CNRS, UMR 8627, Phys Theor Lab, F-91405 Orsay, France
来源
PHYSICAL REVIEW E | 2006年 / 73卷 / 01期
关键词
D O I
10.1103/PhysRevE.73.015102
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
We investigate how very large populations are able to reach a global consensus, out of local "microscopic" interaction rules, in the framework of a recently introduced class of models of semiotic dynamics, the so-called naming game. We compare in particular the convergence mechanism for interacting agents embedded in a low-dimensional lattice with respect to the mean-field case. We highlight that in low dimensions consensus is reached through a coarsening process that requires less cognitive effort of the agents, with respect to the mean-field case, but takes longer to complete. In one dimension, the dynamics of the boundaries is mapped onto a truncated Markov process from which we analytically computed the diffusion coefficient. More generally we show that the convergence process requires a memory per agent scaling as N and lasts a time N1+2/d in dimension d <= 4 (the upper critical dimension), while in mean field both memory and time scale as N-3/2, for a population of N agents. We present analytical and numerical evidence supporting this picture.
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