Relaxation time in complex network

D. Lande, A. Snarskii, O. Dmytrenko, I. Subach
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引用次数: 2

Abstract

New characteristics of nodes of network structures are proposed and researched in this work - the relaxation time of network and the individual relaxation time of node. The so-called decelerated iteration algorithms for HITS and PageRank are used to obtain the relaxation time. The relaxation time of network and the individual relaxation time of node were tested on the example of a weighted directed network of characters in the novel«Les Miserables». It was found that a topology of a network affects a relaxation of nodes after their perturbation. As a result of using relaxation time it was possible to identify the most important network components and rank them by the proposed characteristics. The resulted ranking compared to the ranking by HITS, PageRank and degree of nodes shows the uniqueness of the proposed relaxation time of network and individual relaxation time of node.
复杂网络中的松弛时间
本文提出并研究了网络结构中节点的新特征——网络松弛时间和节点个体松弛时间。使用所谓的HITS和PageRank的减速迭代算法来获得松弛时间。以小说《悲惨世界》中的人物加权有向网络为例,测试了网络的松弛时间和节点的个体松弛时间。研究发现,网络的拓扑结构在扰动后会影响节点的松弛。由于使用松弛时间,有可能确定最重要的网络组成部分,并根据提出的特征对它们进行排序。将所得排序结果与HITS、PageRank和节点度排序结果进行比较,表明所提出的网络松弛时间和节点个体松弛时间具有唯一性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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