Local assortativeness in scale-free networks

被引:62
作者
Piraveenan, M. [1 ,2 ]
Prokopenko, M. [1 ]
Zomaya, A. Y. [2 ]
机构
[1] CSIRO, Informat & Commun Technol Ctr, N Ryde, NSW 1670, Australia
[2] Univ Sydney, Sch Informat Technol, Sydney, NSW 2006, Australia
关键词
D O I
10.1209/0295-5075/84/28002
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The level of assortative mixing of nodes in real-world networks gives important insights about the networks design and functionality, and has been analyzed in detail. However, this network-level measure conveys insufficient information about the local-level structure and motifs present in networks. We introduce a measure of local assortativeness that quantifies the level of assortative mixing for individual nodes in the context of the overall network. We show that such a measure, together with the resultant local assortativeness distributions for the network, is useful in analyzing network's robustness against targeted attacks. We also study local assortativeness in real-world networks, identifying different phases of network growth, showing that biological and social networks display markedly different local assortativeness distributions to technological networks, and discussing the implications to network design. Copyright (c) EPLA, 2008
引用
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页数:6
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