确定性小世界图与互联网特征值幂律

F. Comellas, S. Gago
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引用次数: 1

摘要

许多相关的现实生活网络,如WWW、互联网、交通和通信网络,甚至生物和社会网络,都可以用小世界无标度图来建模。这些图具有很强的局部聚类(顶点有许多相互的邻居)、较小的直径和根据幂律的度分布。另一方面,图谱的知识对于特征值及其多重度与相关图不变量、拓扑和通信性质(如直径、二分宽度、距离、连通性、扩展、分区、边负载分布等)之间的关系是重要的。本文引入了一类新的确定性小世界图,用解析的方法确定了它们的谱,并说明了这些图如何能对因特网网络的特征值幂律进行建模。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Deterministic small-world graphs and the eigenvalue power law of Internet
Many relevant real-life networks like the WWW, Internet, transportation and communication networks, or even biological and social networks can be modelled by small-world scale-free graphs. These graphs have strong local clustering (vertices have many mutual neighbors), a small diameter and a distribution of degrees according to a power law. On the other hand, the knowledge of the spectrum of a graph is important for the relation which the eigenvalues and their multiplicities have with relevant graph invariants and topological and communication properties such as diameter, bisection width, distances, connectivity, expansion, partitions, edge-loading distribution etc. In this paper we introduce a new family of deterministic small-world graphs, we determine analytically their spectra and we show how these graphs can model the eigenvalue power-law of the Internet network.
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