Competition between long-range and short-range interactions in the voter model for opinion dynamics

IF 1.6 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER
Jacopo A. Garofalo, Eugenio Lippiello, Fabrizio Rippa
{"title":"Competition between long-range and short-range interactions in the voter model for opinion dynamics","authors":"Jacopo A. Garofalo,&nbsp;Eugenio Lippiello,&nbsp;Fabrizio Rippa","doi":"10.1140/epjb/s10051-025-00900-x","DOIUrl":null,"url":null,"abstract":"<div><p>The voter model is a widely used framework in sociophysics to model opinion formation based on local interactions between individuals. In this work, we investigate how the spread of consensus is affected by introducing long-range interactions. Specifically, we study a one-dimensional voter model where a fraction <span>\\(\\gamma \\)</span> of links connect individuals at distances <i>r</i> drawn from a distribution decaying as <span>\\(r^{-\\sigma -1}\\)</span>. Our results reveal that even a small fraction of long-range interactions fundamentally alters the system’s asymptotic behavior. When long-range interactions decay rapidly <span>\\(\\sigma &gt; 2\\)</span>, their influence is restricted to distances beyond a time-dependent threshold, <span>\\(r^*(t)\\)</span>. For <span>\\(r &lt; r^*(t)\\)</span>, the system exhibits short-range dynamics characterized by a Gaussian-like correlation function and a diffusion-driven growth of the correlation length, <span>\\(L(t) \\sim t^{1/2}\\)</span>. However, for <span>\\(r &gt; r^*(t)\\)</span>, the correlation function transitions to a power-law decay, <span>\\(r^{-\\sigma -1}\\)</span>, highlighting the capacity of long-range links to propagate consensus across greater distances. When long-range interactions decay more slowly (<span>\\(\\sigma &lt; 2\\)</span>), they dominate the dynamics at all scales, leading to behavior akin to a system with only long-range interactions. Notably, in the regime <span>\\(\\sigma &lt; 1\\)</span> long-range links induce a stationary steady state, even for small <span>\\(\\gamma \\)</span>.</p></div>","PeriodicalId":787,"journal":{"name":"The European Physical Journal B","volume":"98 3","pages":""},"PeriodicalIF":1.6000,"publicationDate":"2025-03-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1140/epjb/s10051-025-00900-x.pdf","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"The European Physical Journal B","FirstCategoryId":"4","ListUrlMain":"https://link.springer.com/article/10.1140/epjb/s10051-025-00900-x","RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"PHYSICS, CONDENSED MATTER","Score":null,"Total":0}
引用次数: 0

Abstract

The voter model is a widely used framework in sociophysics to model opinion formation based on local interactions between individuals. In this work, we investigate how the spread of consensus is affected by introducing long-range interactions. Specifically, we study a one-dimensional voter model where a fraction \(\gamma \) of links connect individuals at distances r drawn from a distribution decaying as \(r^{-\sigma -1}\). Our results reveal that even a small fraction of long-range interactions fundamentally alters the system’s asymptotic behavior. When long-range interactions decay rapidly \(\sigma > 2\), their influence is restricted to distances beyond a time-dependent threshold, \(r^*(t)\). For \(r < r^*(t)\), the system exhibits short-range dynamics characterized by a Gaussian-like correlation function and a diffusion-driven growth of the correlation length, \(L(t) \sim t^{1/2}\). However, for \(r > r^*(t)\), the correlation function transitions to a power-law decay, \(r^{-\sigma -1}\), highlighting the capacity of long-range links to propagate consensus across greater distances. When long-range interactions decay more slowly (\(\sigma < 2\)), they dominate the dynamics at all scales, leading to behavior akin to a system with only long-range interactions. Notably, in the regime \(\sigma < 1\) long-range links induce a stationary steady state, even for small \(\gamma \).

选民模型是社会物理学中广泛使用的一个框架,用于模拟基于个体间局部互动的舆论形成。在这项工作中,我们研究了引入长程互动会如何影响共识的传播。具体来说,我们研究了一个一维投票者模型,在这个模型中,有一部分 \(\gamma \) 的链接连接着距离为 r 的个体,这些距离来自于一个衰减为 \(r^{-\sigma-1}\) 的分布。我们的研究结果表明,即使一小部分长程相互作用也会从根本上改变系统的渐近行为。当长程相互作用迅速衰减时,它们的影响仅限于超过随时间变化的阈值(r^*(t))的距离。对于(r < r^*(t)),系统表现出短程动力学特征,即类似高斯的相关函数和相关长度的扩散驱动增长(L(t) \sim t^{1/2})。然而,当 \(r > r^*(t)\) 时,相关函数转变为幂律衰减,即 \(r^{-\sigma-1}\),这突出了长程联系在更远距离上传播共识的能力。当长程相互作用衰减较慢时(2),它们在所有尺度上的动力学中都占主导地位,从而导致类似于只有长程相互作用的系统的行为。值得注意的是,在((sigma < 1)制度下,即使在小((gamma))的情况下,长程联系也会引起一个静止的稳定状态。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
The European Physical Journal B
The European Physical Journal B 物理-物理:凝聚态物理
CiteScore
2.80
自引率
6.20%
发文量
184
审稿时长
5.1 months
期刊介绍: Solid State and Materials; Mesoscopic and Nanoscale Systems; Computational Methods; Statistical and Nonlinear Physics
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信