在复杂系统中,可预测性和可重建性之间的二元性
Charles Murphy1,2, Vincent Thibeault3,4, Antoine Allard3,4
1Département de physique, de génie physique et d'optique, Université Laval, Québec, QC, G1V 0A6, Canada. charles.murphy.1@ulaval.ca.
Nature communications
|May 25, 2024
概括
本研究探讨了预测复杂系统演变和重建它们的相互作用结构之间的联系. 研究人员发现,可预测性和重建性可以以双重,相反的方式表现出惊人的表现.
科学领域:
- 复杂系统理论 复杂系统理论
- 信息理论是信息理论.
- 网络科学 网络科学
背景情况:
- 从相互作用结构预测系统进化是复杂系统的关键.
- 从时间数据中重建交互结构也是一个基本的挑战.
研究的目的:
- 研究复杂系统中可预测性和可重建性之间的关系.
- 用信息理论措施量化这种关系.
主要方法:
- 利用相互信息来测量随机图和随机过程之间的相互依赖.
- 利用从相互信息中得出的不确定性系数来量化可预测性和重建性.
- 对各种系统进行分析计算,并为难以解决的案件开发了数值程序.
主要成果:
- 证明不确定系数量化了重建图形和预测过程演变的能力.
- 发现可预测性和可重建性,尽管通过相互信息联系在一起,但可以表现出不同的,甚至是双重的行为.
- 显示这种二元性普遍与过程步骤数量的变化出现.
结论:
- 建立了一个理论框架,通过信息理论将可预测性和可重建性联系起来.
- 突出了动态过程中"可预测性-重建双重性"的潜力.
- 提供了接近关键性的现实世界网络中这种二元性的证据.
相关概念视频
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