谣言传播在超图上传播
Kleber Andrade Oliveira1, Pietro Traversa2,3, Guilherme Ferraz de Arruda4
1Social Dynamics Research Lab, Department of Psychology, University of Limerick, Limerick, Ireland.
Nature communications
|February 26, 2026
概括
这项研究引入了一种新的高图模型,用于传闻的传播,并考虑了群体的相互作用. 该模型揭示了谣言动态中的相位过渡,表明现实世界的传播发生在临界点附近.
科学领域:
- 复杂的系统复杂的系统.
- 信息科学 信息科学 信息科学
- 网络科学 网络科学
背景情况:
- 社交媒体有助于快速传播信息和谣言,特别是在团体环境中.
- 现有的双向模型未能捕捉到谣言动态至关重要的复杂群体相互作用.
- 高阶交互对于全面理解信息级联是必不可少的.
研究的目的:
- 开发一个复杂的高阶谣言传播模型,使用超图.
- 将基于群体的消灭机制纳入谣言动态.
- 调查谣言在复杂网络中传播的相位过渡和行为.
主要方法:
- 提出了一种基于超图的新型谣言传播模型.
- 引入了一种以群体为基础的灭绝机制,其中传播者成为窒息者.
- 分析了亚临界动态,包括指数和功率定律衰变,以及相位过渡.
- 使用来自Telegram和电子邮件级联的经验数据验证了该模型.
主要成果:
- 确定了两个不同的亚临界行为:指数和权力定律衰变.
- 在同质和异质的超图中观察到连续的相位过渡.
- 证明了衰变行为依赖于超图异质性的共存.
- 经验验证证证实了该模型能够解释现实世界的谣言动态.
结论:
- 建议的超图模型提供了一个更现实的代表群组设置中的谣言传播.
- 现实世界的谣言动态经常在临界状态附近运行,正如观察到的相位过渡所表明的那样.
- 这些发现提供了关于驱动信息级联和其控制的机制的见解.
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