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Self-similar community structure in a network of human interactions
Phys. Rev. E 68, 065103(R) – Published 17 December, 2003
DOI: https://doi.org/10.1103/PhysRevE.68.065103
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.
References (26)
- D.J. Watts et al., Nature (London) 393, 440 (1998).
- A.-L. Barabási and R. Albert, Science 286, 509 (1999).
- L.A.N. Amaral, A. Scala, M. Barthelemy, and H.E. Stanley, Proc. Natl. Acad. Sci. U.S.A. 97, 11 149 (2000).
- R. Albert and A.-L. Barabási, Rev. Mod. Phys. 74, 47 (2002).
- S. Dorogovtsev et al., Adv. Phys. 51, 1079 (2002).
- M. Girvan and M.E.J. Newman, Proc. Natl. Acad. Sci. U.S.A. 99, 7821 (2002).
- J. Banavar et al., Nature (London) 399, 130 (1999).
- M. Buchanan, Nature (London) 419, 787 (2002).
- H. Ebel et al., Phys. Rev. E 66, 035103 (2002).
- R. Smith (unpublished); R. Smith, e-print cond-mat/0206378.
- X. Guardiola et al. (unpublished); X. Guardiola e-print cond-mat/0206240.
- M.E.J. Newman et al., Phys. Rev. E 66, 035101(R) (2002).
- M.E.J. Newman et al., Phys. Rev. E 64, 026118 (2001).
- S. Wasserman and K. Faust, Social Network Analysis (Cambridge University Press, Cambridge, 1994).
- M.E.J. Newman, Phys. Rev. E 64, 016132 (2001).
- I. Rodriguez-Iturbe and A. Rinaldo, Fractal River Basins: Chance and Self-organization (Cambridge University Press, Cambridge, 1996).
- T.C. Halsey, Europhys. Lett. 39, 43 (1997).
- E. Ravasz and A.-L. Barabasi, Phys. Rev. E 67, 026112 (2003).
- B. Bollobas, Random Graphs, 2nd ed. (Cambridge University Press, Cambridge, 2001).
- A. Rinaldo et al., Phys. Rev. Lett. 70, 822 (1993).
- A. Maritan et al., Phys. Rev. E 53, 1510 (1996).
- S. Kramer and M. Marder, Phys. Rev. Lett. 68, 205 (1992).
- K. Sinclair and R.C. Ball, Phys. Rev. Lett. 76, 3360 (1996).
- R.E. Horton, Bull. Geol. Soc. Am. 56, 275 (1945).
- A.N. Strahler, Bull. Geol. Soc. Am. 63, 923 (1952).
- We consider that the network is also unweighted, disregarding the fact that some links correspond to a single interchange of emails and others to the interchange of many emails.