Finding communities in linear time: a physics approach

被引:282
作者
Wu, F [1 ]
Huberman, BA
机构
[1] Stanford Univ, Dept Appl Phys, Stanford, CA 94305 USA
[2] HP Labs, Palo Alto, CA 94304 USA
关键词
D O I
10.1140/epjb/e2004-00125-x
中图分类号
O469 [凝聚态物理学];
学科分类号
070205 ;
摘要
We present a method that allows for the discovery of communities within graphs of arbitrary size in times that scale linearly with their size. This method avoids edge cutting and is based on notions of voltage drops across networks that are both intuitive and easy to solve regardless of the complexity of the graph involved. We additionally show how this algorithm allows for the swift discovery of the community surrounding a given node without having to extract all the communities out of a graph.
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页码:331 / 338
页数:8
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