Ordering in voter models on networks: Exact reduction to a single-coordinate diffusion
arXiv:1006.1557 · doi:10.1088/1751-8113/43/38/385003
Abstract
We study the voter model and related random-copying processes on arbitrarily complex network structures. Through a representation of the dynamics as a particle reaction process, we show that a quantity measuring the degree of order in a finite system is, under certain conditions, exactly governed by a universal diffusion equation. Whenever this reduction occurs, the details of the network structure and random-copying process affect only a single parameter in the diffusion equation. The validity of the reduction can be established with considerably less information than one might expect: it suffices to know just two characteristic timescales within the dynamics of a single pair of reacting particles. We develop methods to identify these timescales, and apply them to deterministic and random network structures. We focus in particular on how the ordering time is affected by degree correlations, since such effects are hard to access by existing theoretical approaches.
37 pages, 10 figures. Revised version with additional discussion and simulation results to appear in J Phys A
References in corpus (9)
- Statistical physics of social dynamics
- Voter Models on Heterogeneous Networks
- Stochastic Models of Evolution in Genetics, Ecology and Linguistics
- Conservation laws for the voter model in complex networks
- Analytical Solution of the Voter Model on Disordered Networks
- Analytical results for the Sznajd model of opinion formation
- Heterogeneous Voter Models
- Fixation and consensus times on a network: a unified approach
- Effects of mobility on ordering dynamics
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