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29 March 2024
 
  » arxiv » cond-mat/0310600

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Finding Communities in Linear Time: A Physics Approach
Fang Wu ; Bernardo A. Huberman ;
Date 26 Oct 2003
Subject Statistical Mechanics; Data Structures and Algorithms | cond-mat.stat-mech cs.DS
AbstractWe 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.
Source arXiv, cond-mat/0310600
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