Fractality and the small-world effect in Sierpinski graphs

Lali Barrière, F. Comellas, C. Dalfó
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引用次数: 33

Abstract

Although some real networks exhibit self-similarity, there is no standard definition of fractality in graphs. On the other hand, the small-world phenomenon is one of the most important common properties of real interconnection networks. In this paper we relate these two properties. In order to do so, we focus on the family of Sierpinski networks. For the Sierpinski gasket, the Sierpinski carpet and the Sierpinski tetra, we give the basic properties and we calculate the box-counting dimension as a measure of their fractality. We also define a deterministic family of graphs, which we call small-world Sierpinski graphs. We show that our construction preserves the structure of Sierpinski graphs, including its box-counting dimension, while the small-world phenomenon arises. Thus, in this family of graphs, fractality and small-world effect are simultaneously present.
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Sierpinski图中的分形与小世界效应
尽管一些真实的网络表现出自相似性,但是在图中没有分形的标准定义。另一方面,小世界现象是真实互联网络最重要的共同特性之一。在本文中,我们把这两个性质联系起来。为了做到这一点,我们专注于Sierpinski网络家族。对于Sierpinski垫片、Sierpinski地毯和Sierpinski四重奏,我们给出了基本性质,并计算了计数盒维数作为它们分形的度量。我们还定义了一个确定性图族,我们称之为小世界Sierpinski图。我们证明了我们的构造保留了Sierpinski图的结构,包括它的盒计数维,而小世界现象出现了。因此,在这个图族中,分形和小世界效应同时存在。
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