PLoS ONE · 2011 · 358 citations · 24 references
Social SciencesGeographySociologyGroup DynamicsSocial GeographySpatial AnalysisCommunity DetectionCommunity StructureGroup StructureSocial Network AnalysisSocial NetworksSocial OrganizationGeographic ConstraintsNetwork Community DetectionNetwork Community StructureSocial Graph AnalysisSocial Network CentralitySocial Network Structure
Social groups are fundamental building blocks of human societies. While our social interactions have always been constrained by geography, it has been impossible, due to practical difficulties, to evaluate the nature of this restriction on social group structure. We construct a social network of individuals whose most frequent geographical locations are also known. We also classify the individuals into groups according to a community detection algorithm. We study the variation of geographical span for social groups of varying sizes, and explore the relationship between topological positions and geographic positions of their members. We find that small social groups are geographically very tight, but become much more clumped when the group size exceeds about 30 members. Also, we find no correlation between the topological positions and geographic positions of individuals within network communities. These results suggest that spreading processes face distinct structural and spatial constraints.
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Statistical mechanics of complex networks
Réka Albert, Albert-Ĺaszló Barabási · Reviews of Modern Physics · 2002 · 20.6K citations · Full text
Santo Fortunato · Physics Reports · 2009 · 11.3K citations · Full text
Power-Law Distributions in Empirical Data
SIAM Review · 2009 · 7.6K citations · Full text