2013 · 856 citations · 32 references
Community StructureCluster ComputingComputational Social ScienceCommunity NetworkNetwork ScienceGraph TheoryData ScienceEngineeringKnowledge DiscoveryNetwork CommunitiesNetwork AnalysisBusinessCommunity MiningComputer ScienceDetected CommunitiesCommunity DiscoveryCommunity DetectionSocial Network Analysis
Network communities represent basic structures for understanding the organization of real-world networks. A community (also referred to as a module or a cluster) is typically thought of as a group of nodes with more connections amongst its members than between its members and the remainder of the network. Communities in networks also overlap as nodes belong to multiple clusters at once. Due to the difficulties in evaluating the detected communities and the lack of scalable algorithms, the task of overlapping community detection in large networks largely remains an open problem.
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Collective dynamics of ‘small-world’ networks
Duncan J. Watts, Steven H. Strogatz · Nature · 1998 · 42.4K citations
Mark Granovetter · American Journal of Sociology · 1973 · 37.8K citations