Models of social networks based on social distance attachment.

نویسندگان

  • Marián Boguñá
  • Romualdo Pastor-Satorras
  • Albert Díaz-Guilera
  • Alex Arenas
چکیده

We propose a class of models of social network formation based on a mathematical abstraction of the concept of social distance. Social distance attachment is represented by the tendency of peers to establish acquaintances via a decreasing function of the relative distance in a representative social space. We derive analytical results (corroborated by extensive numerical simulations), showing that the model reproduces the main statistical characteristics of real social networks: large clustering coefficient, positive degree correlations, and the emergence of a hierarchy of communities. The model is confronted with the social network formed by people that shares confidential information using the Pretty Good Privacy (PGP) encryption algorithm, the so-called web of trust of PGP.

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عنوان ژورنال:
  • Physical review. E, Statistical, nonlinear, and soft matter physics

دوره 70 5 Pt 2  شماره 

صفحات  -

تاریخ انتشار 2004