Self-organization of collaboration networks

José J. Ramasco, S. N. Dorogovtsev, and Romualdo Pastor-Satorras
Phys. Rev. E 70, 036106 – Published 14 September 2004

Abstract

We study collaboration networks in terms of evolving, self-organizing bipartite graph models. We propose a model of a growing network, which combines preferential edge attachment with the bipartite structure, generic for collaboration networks. The model depends exclusively on basic properties of the network, such as the total number of collaborators and acts of collaboration, the mean size of collaborations, etc. The simplest model defined within this framework already allows us to describe many of the main topological characteristics (degree distribution, clustering coefficient, etc.) of one-mode projections of several real collaboration networks, without parameter fitting. We explain the observed dependence of the local clustering on degree and the degree–degree correlations in terms of the “aging” of collaborators and their physical impossibility to participate in an unlimited number of collaborations.

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  • Received 29 March 2004

DOI:https://doi.org/10.1103/PhysRevE.70.036106

©2004 American Physical Society

Authors & Affiliations

José J. Ramasco1,*, S. N. Dorogovtsev2,3,4, and Romualdo Pastor-Satorras5

  • 1Departamento de Física and Centro de Física do Porto, Faculdade de Ciências, Universidade do Parto, Rua do Campo Alegre 687, 4169-007 Porto, Portugal
  • 2Departmento de Física, Universidade de Aveiro, Campus Universitario de Santiago, 3810-193 Aveiro, Portugal
  • 3Laboratory of Physics, Helsinki University of Technology, FIN-02015 HUT, Finland
  • 4A. F. Ioffe Physico-Technical Institute, 194021 St. Petersburg, Russia
  • 5Departament de Física i Enginyeria Nuclear, Universitat Politècnica de Catalunya, Campus Nord, 08034 Barcelona, Spain

  • *Electronic address: jjramasc@fc.up.pt

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Vol. 70, Iss. 3 — September 2004

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