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Self-similar community structure in a network of human interactions

Roger GuimeràLeón DanonAlbert Dı́az-GuileraFrancesc GiraltÀlex Arenas

Abstract

We propose a procedure for analyzing and characterizing complex networks. We apply this to the social network as constructed from email communications within a medium sized university with about 1700 employees. Email networks provide an accurate and nonintrusive description of the flow of information within human organizations. Our results reveal the self-organization of the network into a state where the distribution of community sizes is self-similar. This suggests that a universal mechanism, responsible for emergence of scaling in other self-organized complex systems, as, for instance, river networks, could also be the underlying driving force in the formation and evolution of social networks.

Complex Network Analysis TechniquesOpinion Dynamics and Social InfluenceComplex Systems and Time Series AnalysisComplex networkSelf-organizationComputer scienceScalingComplex systemMechanism (biology)Human dynamicsCommunity structureNetwork structureEvolving networks

MeSH terms

AlgorithmsComputer Communication NetworksHumansSocial ChangeSocial SupportNeural Networks, ComputerCommunity NetworksElectronic Mail

Funding

  • Generalitat de Catalunya
Citations
1,501
FWCI
17.39
field-weighted impact
References
33
Percentile
100%
vs. same field & year
Citations per year
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References
Scientific collaboration networks. II. Shortest paths, weighted networks, and centrality
Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · 2001 · 2,624 citations
Community structure in social and biological networks
Proceedings of the National Academy of Sciences · 2002 · 15,464 citations
Scale-free topology of e-mail networks
Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · 2002 · 939 citations
Email networks and the spread of computer viruses
Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · 2002 · 798 citations
Emergence of Scaling in Random Networks
Science · 1999 · 35,882 citations
Hierarchical organization in complex networks
Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · 2003 · 2,152 citations
DYNAMIC BASIS OF GEOMORPHOLOGY
Geological Society of America Bulletin · 1952 · 1,164 citations
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