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Local clustering coefficient of spatial preferential attachment model

机译:空间优先附着模型的局部聚类系数

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摘要

In this paper, we study the clustering properties of the Spatial PreferentialAttachment (SPA) model introduced by Aiello et al. in 2009. This modelnaturally combines geometry and preferential attachment using the notion ofspheres of influence. It was previously shown in several research papers thatgraphs generated by the SPA model are similar to real-world networks in manyaspects. For example, the vertex degree distribution was shown to follow apower law. In the current paper, we study the behavior of C(d), which is theaverage local clustering coefficient for the vertices of degree d. Thischaracteristic was not previously analyzed in the SPA model. However, it wasempirically shown that in real-world networks C(d) usually decreases as d^{-a}for some a>0 and it was often observed that a=1. We prove that in the SPA modelC(d) degreases as 1/d.
机译:在本文中,我们研究了AIELLO等人引入的空间优先图(SPA)模型的聚类性质。在2009年。这种模型使用影响的概念结合了几何形状和优先依恋。它以前在几个研究论文中显示了由SPA模型产生的Thaprmins类似于许多人的现实网络。例如,显示顶点分布遵循互联网法。在目前的论文中,我们研究了C(D)的行为,这是级局部聚类系数D度D的顶点。先前未在SPA模型中分析这种特征。然而,它很清晰地表明,在现实世界网络中,C(D)通常会减少一些A> 0的D ^ { - a},并且经常观察到a = 1。我们证明,在SPA模型(D)中脱脂为1 / d。

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