Structural Transition Analysis of Dynamic Network Based on Roles of Adding Edges

Kazufumi Inafuku, Takayasu Fushimi, T. Satoh
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Abstract

Many of the actual complex networks are dynamic networks that constantly change their structure by adding edges (and nodes). We hypothesized that the addition of edges (changes in the network) has two roles: "densification of at the center of network" and "expansion of at the periphery of network." We proposed a method to analyze the role of the edge based on the location of adding edge and the amount of change of the network feature. We applied the proposed method to artificially changed generated networks and actual data, and compared the roles of edges. As a result, we clarified that the two roles are shown in the hypothesis also exist in the actual data.
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基于添加边作用的动态网络结构转移分析
许多实际的复杂网络是动态网络,通过添加边(和节点)不断改变其结构。我们假设边缘的增加(网络的变化)有两个作用:“网络中心的致密化”和“网络外围的扩张”。提出了一种基于添加边位置和网络特征变化量来分析边缘作用的方法。将该方法应用于人工改变生成的网络和实际数据,并比较了边的作用。因此,我们澄清了假设中显示的两种作用在实际数据中也存在。
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