Aging in some opinion formation models: a comparative study
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arXiv
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| Main Authors: | , , , |
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| Format: | Preprint |
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2023
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| _version_ | 1866917737794633728 |
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| author | Llabres, Jaume Oliver-Bonafoux, Sara Anteneodo, Celia Toral, Raul |
| author_facet | Llabres, Jaume Oliver-Bonafoux, Sara Anteneodo, Celia Toral, Raul |
| contents | Changes of mind can become less likely the longer an agent has adopted a given opinion state. This resilience or inertia to change has been called ``aging''. We perform a comparative study of the effects of aging on the critical behavior of two standard opinion models with pairwise interactions. One of them is the voter model, which is a two-state model with a dynamic that proceeds by simple social contagion, another is the so-called kinetic exchange model, which allows a third (neutral) state and the formed opinion depends on the previous opinions of both interacting agents. Furthermore, in the noisy version of both models, random opinion changes are also allowed, regardless of the interactions. Due to aging, the probability of change diminishes with the age, and to take this into account we consider algebraic and exponential kernels. We investigate the situation where aging acts only on pairwise interactions. Analytical predictions for the critical curves of the order parameters are obtained for the opinion dynamics on a complete graph, in good agreement with agent-based simulations. For both models considered, consensus is optimized by an intermediate value of the parameter that rules the rate of decrease of the aging factor. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2312_13077 |
| institution | arXiv |
| publishDate | 2023 |
| record_format | arxiv |
| spellingShingle | Aging in some opinion formation models: a comparative study Llabres, Jaume Oliver-Bonafoux, Sara Anteneodo, Celia Toral, Raul Physics and Society Statistical Mechanics Changes of mind can become less likely the longer an agent has adopted a given opinion state. This resilience or inertia to change has been called ``aging''. We perform a comparative study of the effects of aging on the critical behavior of two standard opinion models with pairwise interactions. One of them is the voter model, which is a two-state model with a dynamic that proceeds by simple social contagion, another is the so-called kinetic exchange model, which allows a third (neutral) state and the formed opinion depends on the previous opinions of both interacting agents. Furthermore, in the noisy version of both models, random opinion changes are also allowed, regardless of the interactions. Due to aging, the probability of change diminishes with the age, and to take this into account we consider algebraic and exponential kernels. We investigate the situation where aging acts only on pairwise interactions. Analytical predictions for the critical curves of the order parameters are obtained for the opinion dynamics on a complete graph, in good agreement with agent-based simulations. For both models considered, consensus is optimized by an intermediate value of the parameter that rules the rate of decrease of the aging factor. |
| title | Aging in some opinion formation models: a comparative study |
| topic | Physics and Society Statistical Mechanics |
| url | https://arxiv.org/abs/2312.13077 |