articleNew Journal of PhysicsOct 13, 2010GOLD OA

Finding overlapping communities in networks by label propagation

SGSteve Gregory

University of Bristol

Indexed inarxivcrossrefdoaj

Abstract

We propose an algorithm for finding overlapping community structure in very large networks. The algorithm is based on the label propagation technique of Raghavan, Albert, and Kumara, but is able to detect communities that overlap. Like the original algorithm, vertices have labels that propagate between neighbouring vertices so that members of a community reach a consensus on their community membership. Our main contribution is to extend the label and propagation step to include information about more than one community: each vertex can now belong to up to v communities, where v is the parameter of the algorithm. Our algorithm can also handle weighted and bipartite networks. Tests on an independently designed…

Citation impact

780
total citations
FWCI
15.78
Percentile
100%
References
36
Citations per year

Authors

1
  • SG
    Steve GregoryCorresponding

    University of Bristol

Topics & keywords

Keywords
  • Bipartite graph
  • Set (abstract data type)
  • Process (computing)
  • Complex network
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