通过节点中心性检测网络核心

Peijie Ma, Xuezao Ren, Jun-fang Zhu, Yanqun Jiang
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引用次数: 0

摘要

许多网络都呈现出核心/外围结构。核心/外围结构是一种中尺度结构,由连接密集的核心节点和连接稀疏的外围节点组成。核心节点之间以及与外围节点之间往往都有良好的连接,而外围节点与其他节点之间往往没有良好的连接。在这份简短的报告中,我们提出了一种通过每个节点的中心性来检测网络核心的新方法。我们发现,这些中心度为非负的节点往往是网络的核心。在不同的真实网络上进行了模拟。结果可以通过目标函数进行检验。检验结果可以通过真实网络中节点的中心性来显示模拟结果的有效性。此外,我们还讨论了单核/外围结构网络的特征,并在本报告的最后指出了我们的方法的应用范围。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Detecting the Core of a Network by the Centrality of the Nodes
Many networks exhibit the core/periphery structure. Core/periphery structure is a type of meso-scale structure that consists of densely connected core nodes and sparsely connected peripheral nodes. Core nodes tend to be well-connected both among themselves and to peripheral nodes which tend not to be well-connected to other nodes. In this brief report, we propose a new method to detect the core of a network by the centrality of each node. It is discovered that such nodes with the non-negative centrality often consist of the core of the networks. The simulation is carried out on the different real networks. And the results could be checked by the objective function. The checked results may show the effectiveness of the simulation results by the centralities of the nodes on the real networks. Furthermore, we discuss the characters of networks with the single core/periphery structure and point out the scope of the application of our method at the end of this report.
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