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Structural Controllability and Controlling Centrality of Temporal Networks

机译:时间网络的结构可控性和控制中心性

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摘要

Temporal networks are such networks where nodes and interactions may appear and disappear at various time scales. With the evidence of ubiquity of temporal networks in our economy, nature and society, it's urgent and significant to focus on its structural controllability as well as the corresponding characteristics, which nowadays is still an untouched topic. We develop graphic tools to study the structural controllability as well as its characteristics, identifying the intrinsic mechanism of the ability of individuals in controlling a dynamic and large-scale temporal network. Classifying temporal trees of a temporal network into different types, we give (both upper and lower) analytical bounds of the controlling centrality, which are verified by numerical simulations of both artificial and empirical temporal networks. We find that the positive relationship between aggregated degree and controlling centrality as well as the scale-free distribution of node's controlling centrality are virtually independent of the time scale and types of datasets, meaning the inherent robustness and heterogeneity of the controlling centrality of nodes within temporal networks.
机译:时间网络是这样的网络,其中节点和交互可以在各种时间尺度上出现和消失。随着时间网络在我们的经济,自然和社会中无处不在的证据,迫切需要关注其结构可控性及其相应的特性,这在当今仍然是一个未触及的话题。我们开发图形工具来研究结构可控性及其特征,确定个人控制动态和大规模时态网络的能力的内在机制。将时间网络的时间树分为不同的类型,我们给出了控制中心的分析边界(上下),这些边界通过人工和经验时间网络的数值模拟得到了验证。我们发现聚合度与控制中心的正相关关系以及节点控制中心的无标度分布实际上与时间尺度和数据集类型无关,这意味着节点在时间范围内的控制中心固有的鲁棒性和异质性网络。

著录项

  • 期刊名称 other
  • 作者

    Yujian Pan; Xiang Li;

  • 作者单位
  • 年(卷),期 -1(9),4
  • 年度 -1
  • 页码 e94998
  • 总页数 15
  • 原文格式 PDF
  • 正文语种
  • 中图分类
  • 关键词

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