Voter models on weighted networks

被引:46
作者
Baronchelli, Andrea [1 ]
Castellano, Claudio [2 ,3 ]
Pastor-Satorras, Romualdo [1 ]
机构
[1] Univ Politecn Cataluna, Dept Fis & Engn Nucl, ES-08034 Barcelona, Spain
[2] CNR, ISC, I-00185 Rome, Italy
[3] Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, Italy
来源
PHYSICAL REVIEW E | 2011年 / 83卷 / 06期
关键词
DYNAMICS;
D O I
10.1103/PhysRevE.83.066117
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 study the dynamics of the voter and Moran processes running on top of complex network substrates where each edge has a weight depending on the degree of the nodes it connects. For each elementary dynamical step the first node is chosen at random and the second is selected with probability proportional to the weight of the connecting edge. We present a heterogeneous mean-field approach allowing to identify conservation laws and to calculate exit probabilities along with consensus times. In the specific case when the weight is given by the product of nodes' degree raised to a power theta, we derive a rich phase diagram, with the consensus time exhibiting various scaling laws depending on theta and on the exponent of the degree distribution gamma. Numerical simulations give very good agreement for small values of vertical bar theta vertical bar. An additional analytical treatment (heterogeneous pair approximation) improves the agreement with numerics, but the theoretical understanding of the behavior in the limit of large vertical bar theta vertical bar remains an open challenge.
引用
收藏
页数:9
相关论文
共 36 条
[1]  
[Anonymous], 2006, EVOLUTIONARY DYNAMIC, DOI DOI 10.2307/J.CTVJGHW98
[2]  
[Anonymous], 2009, Stochastic Methods
[3]   Evolutionary dynamics on degree-heterogeneous graphs [J].
Antal, T. ;
Redner, S. ;
Sood, V. .
PHYSICAL REVIEW LETTERS, 2006, 96 (18)
[4]   Mean-field diffusive dynamics on weighted networks [J].
Baronchelli, Andrea ;
Pastor-Satorras, Romualdo .
PHYSICAL REVIEW E, 2010, 82 (01)
[5]   Glass transition and random walks on complex energy landscapes [J].
Baronchelli, Andrea ;
Barrat, Alain ;
Pastor-Satorras, Romualdo .
PHYSICAL REVIEW E, 2009, 80 (02)
[6]   The architecture of complex weighted networks [J].
Barrat, A ;
Barthélemy, M ;
Pastor-Satorras, R ;
Vespignani, A .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (11) :3747-3752
[7]  
Barrat A., 2008, Dynamical Processes on Complex Networks
[8]  
Barrat A., 2007, Large scale structure and dynamics of complex networks: from information technology to finance and natural science, P67
[9]   Characterization and modeling of weighted networks [J].
Barthélemy, M ;
Barrat, A ;
Pastor-Satorras, R ;
Vespignani, A .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2005, 346 (1-2) :34-43
[10]   Fixation and Consensus Times on a Network: A Unified Approach [J].
Baxter, G. J. ;
Blythe, R. A. ;
McKane, A. J. .
PHYSICAL REVIEW LETTERS, 2008, 101 (25)