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Fitness voter model : damped oscillations and anomalous consensus
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Woolcock, Anthony, Connaughton, Colm, Merali, Yasmin and Vazquez, Federico (2017) Fitness voter model : damped oscillations and anomalous consensus. Physical Review E, 96 (3). 032313. doi:10.1103/PhysRevE.96.032313 ISSN 1539-3755.
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Official URL: https://doi.org/10.1103/PhysRevE.96.032313
Abstract
We study the dynamics of opinion formation in a heterogeneous voter model on a complete graph, in which each agent is endowed with an integer fitness parameter k ≥ 0, in addition to its + or − opinion state. The evolution of the distribution of k–values and the opinion dynamics are coupled together, so as to allow the system to dynamically develop heterogeneity and memory in a simple way. When two agents with different opinions interact, their k–values are compared and, with probability p the agent with the lower value adopts the opinion of the one with the higher value, while with probability 1 − p the opposite happens. The winning agent then increments its k–value by one. We study the dynamics of the system in the entire 0 ≤ p ≤ 1 range and compare with the case p = 1/2, in which opinions are decoupled from the k–values and the dynamics is equivalent to that of the standard voter model. When 0 ≤ p < 1/2, agents with higher k–values are less persuasive, and the system approaches exponentially fast to the consensus state of the initial majority opinion. The mean consensus time τ appears to grow logarithmically with the number of agents N, and it is greatly decreased relative to the linear behavior τ ∼ N found in the standard voter model. When 1/2 < p ≤ 1, agents with higher k–values are more persuasive, and the system initially relaxes to a state with an even coexistence of opinions, but eventually reaches consensus by finite-size fluctuations. The approach to the coexistence state is monotonic for 1/2 < p < po ' 0.8, while for po ≤ p ≤ 1 there are damped oscillations around the coexistence value. The final approach
to coexistence is approximately a power law t−b(p) in both regimes, where the exponent b increases with p. Also, τ increases respect to the standard voter model, although it still scales linearly with N. The p = 1 case is special, with a relaxation to coexistence that scales as t−2.73 and a consensus time that scales as τ ∼ N β , with β ' 1.45.
Item Type: | Journal Article | |||||||||||||||
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Subjects: | J Political Science > JF Political institutions (General) Q Science > QA Mathematics |
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Divisions: | Faculty of Science, Engineering and Medicine > Research Centres > Centre for Complexity Science Faculty of Science, Engineering and Medicine > Science > Mathematics Faculty of Science, Engineering and Medicine > Science > Physics |
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Library of Congress Subject Headings (LCSH): | Voting -- Mathematical models, Statistical physics, Quantitative research | |||||||||||||||
Journal or Publication Title: | Physical Review E | |||||||||||||||
Publisher: | American Physical Society | |||||||||||||||
ISSN: | 1539-3755 | |||||||||||||||
Official Date: | 25 September 2017 | |||||||||||||||
Dates: |
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Volume: | 96 | |||||||||||||||
Number: | 3 | |||||||||||||||
Article Number: | 032313 | |||||||||||||||
DOI: | 10.1103/PhysRevE.96.032313 | |||||||||||||||
Status: | Peer Reviewed | |||||||||||||||
Publication Status: | Published | |||||||||||||||
Access rights to Published version: | Restricted or Subscription Access | |||||||||||||||
Date of first compliant deposit: | 3 October 2017 | |||||||||||||||
Date of first compliant Open Access: | 2 May 2018 | |||||||||||||||
RIOXX Funder/Project Grant: |
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