在Erdös-Rényi图表上的结构平衡动态中的天堂-混乱过渡
Krishnadas Mohandas1, Krzysztof Suchecki1, Janusz A Hołyst1
1Warsaw University of Technology,, Faculty of Physics, Koszykowa 75, PL-00-662 Warsaw, Poland.
Physical review. E
|March 19, 2025
概括
本研究探讨了Heider在随机网络中的平衡模型,揭示了社会关系如何从秩序过渡到混乱. 它确定了预测复杂系统相变的关键因素.
科学领域:
- 社交网络分析分析
- 统计物理学的统计物理.
- 复杂系统理论 复杂系统理论
背景情况:
- 结构平衡理论解释了社会关系的动态.
- 海德平衡模型是理解这些动态的一个关键框架.
- 在随机图中研究这些模型对于现实世界的适用性至关重要.
研究的目的:
- 在Erdös-Rényi随机图中分析海德平衡模型的行为.
- 了解噪音环境中从两极化状态过渡到无序阶段的过程.
- 检查单层和双层网络配置.
主要方法:
- 为平均链接极化开发一个平均场解决方案.
- 在单层和双层随机网络中分析结构平衡.
- 数字模拟用于验证分析预测.
主要成果:
- 在海德平衡模型中预测了一级阶段过渡.
- 对于单层 (p^2) 和双层系统,确定了临界温度缩放.
- 为了模拟完整的图形动态,需要对相互作用强度进行特定的缩放 (p^-2用于内层,p^-1用于间层).
结论:
- 海德平衡模型在随机图中展示了可预测的相位过渡.
- 网络密度对于分析预测的准确性至关重要.
- 该研究为理解复杂网络中的社会动态提供了理论框架.
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