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Phys. Rev. E 76, 015102(R) (2007) [4 pages]

Partitioning and modularity of graphs with arbitrary degree distribution

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Jörg Reichardt* and Stefan Bornholdt
Institute for Theoretical Physics, University of Bremen, D-28359 Bremen, Germany

Received 12 June 2006; revised 6 April 2007; published 10 July 2007

We solve the graph bipartitioning problem in dense graphs with arbitrary degree distribution using the replica method. We find the cut size to scale universally with ⟨√k. In contrast, earlier results studying the problem in graphs with a Poissonian degree distribution had found a scaling with k [ Fu and Anderson J. Phys. A 19 1605 (1986)]. Our results also generalize to the problem of q partitioning. They can be used to find the expected modularity Q [ Newman and Girvan Phys. Rev. E 69 026113 (2004)] of random graphs and allow for the assessment of the statistical significance of the output of community detection algorithms.

© 2007 The American Physical Society

URL:
http://link.aps.org/doi/10.1103/PhysRevE.76.015102
DOI:
10.1103/PhysRevE.76.015102
PACS:
89.75.Hc, 89.65.−s, 05.50.+q, 64.60.Cn

*Present address: Institute for Theoretical Physics, University of Würzburg, Am Hubland, 97074 Würzburg, Germany.