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On the Distribution of the Maximal Clique Size for the Vertices in Real-World Network Graphs and Correlation Studies

机译:实际网络图中顶点的最大派系大小分布及相关性研究

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The high-level contributions of this paper are as follows: We modify an existing branch-andboundbased exact algorithm (for maximum clique size of an entire graph) to determine themaximal clique size that the individual vertices in the graph are part of. We then run thisalgorithm on six real-world network graphs (ranging from random networks to scale-freenetworks) and analyze the distribution of the maximal clique size of the vertices in these graphs.We observe five of the six real-world network graphs to exhibit a Poisson-style distribution forthe maximal clique size of the vertices. We analyze the correlation between the maximal cliquesize and the clustering coefficient of the vertices, and find these two metrics to be poorlycorrelated for the real-world network graphs. Finally, we analyze the Assortativity index of thevertices of the real-world network graphs and observe the graphs to exhibit positiveassortativity with respect to maximal clique size and negative assortativity with respect to nodedegree; nevertheless, we observe the Assortativity index of the real-world network graphs withrespect to both the maximal clique size and node degree to increase with decrease in thespectral radius ratio for node degree, indicating a positive correlation between the maximalclique size and node degree.
机译:本文的高级贡献如下:我们修改了现有的基于分支定界的精确算法(用于整个图的最大集团大小),以确定图中各个顶点所属于的最大集团大小。然后,我们在六个真实世界的网络图(从随机网络到无标度网络)上运行此算法,并分析这些图中顶点的最大派系大小的分布。我们观察到六个真实世界的网络图中的五个顶点的最大集团大小的泊松样式分布。我们分析了顶点的最大团簇大小和聚类系数之间的相关性,发现这两个度量对于现实世界网络图而言是不相关的。最后,我们分析了现实世界网络图的顶点的分类指数,并观察到这些图显示出关于最大集团规模的正分类和关于节点度的负分类。然而,我们观察到现实网络图的最大分类大小和节点度的分类指数随着节点度的光谱半径比的减小而增加,表明最大气候尺寸和节点度之间呈正相关。

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