Role of conviction in nonequilibrium models of opinion formation

Nuno Crokidakis and Celia Anteneodo
Phys. Rev. E 86, 061127 – Published 21 December 2012

Abstract

We analyze the critical behavior of a class of discrete opinion models in the presence of disorder. Within this class, each agent opinion takes a discrete value (±1 or 0) and its time evolution is ruled by two terms, one representing agent-agent interactions and the other the degree of conviction or persuasion (a self-interaction). The mean-field limit, where each agent can interact evenly with any other, is considered. Disorder is introduced in the strength of both interactions, with either quenched or annealed random variables. With probability p (1p), a pairwise interaction reflects a negative (positive) coupling, while the degree of conviction also follows a binary probability distribution (two different discrete probability distributions are considered). Numerical simulations show that a nonequilibrium continuous phase transition, from a disordered state to a state with a prevailing opinion, occurs at a critical point pc that depends on the distribution of the convictions, with the transition being spoiled in some cases. We also show how the critical line, for each model, is affected by the update scheme (either parallel or sequential) as well as by the kind of disorder (either quenched or annealed).

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  • Received 25 September 2012

DOI:https://doi.org/10.1103/PhysRevE.86.061127

©2012 American Physical Society

Authors & Affiliations

Nuno Crokidakis1,* and Celia Anteneodo1,2,†

  • 1Departamento de Física, PUC-Rio, Rio de Janeiro, Brazil
  • 2National Institute of Science and Technology for Complex Systems, Rio de Janeiro, Brazil

  • *nuno.crokidakis@fis.puc-rio.br
  • celia@fis.puc-rio.br

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Vol. 86, Iss. 6 — December 2012

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