Acta Cybernetica · 2011 · 24 citations · 14 references
EngineeringCommunity MiningNetwork AnalysisCommunity DiscoveryComputational Social ScienceData ScienceData MiningExtended ModularityHot StartsDegree DistributionCommunity DetectionSocial Network AnalysisCommunity NetworkKnowledge DiscoveryComputer ScienceCommunity StructureNetwork ScienceGraph TheoryBusinessGraph AnalysisCommunity Detection Algorithms
This article is about community detection algorithms in graphs. First a new method will be introduced, which is based on an extension [16] of the commonly used modularity [17, 18, 19, 20] and gives overlapping communities. We list and compare the results given by our new method and some other algorithms yielding either overlapping or non-overlapping communities. While the main use of the proposed algorithm is benchmarking, we also consider the possibility of hot starts, and some further extensions that considers the degree distribution of the graphs.
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Statistical mechanics of complex networks
Réka Albert, Albert-Ĺaszló Barabási · Reviews of Modern Physics · 2002 · 20.2K citations · Full text
Santo Fortunato · Physics Reports · 2009 · 11.1K citations · Full text
Finding community structure in very large networks
Aaron Clauset, M. E. J. Newman, Cristopher Moore · Physical Review E · 2004 · 7.3K citations · Full text