Bootstrap percolation on complex networks

G. J. Baxter, S. N. Dorogovtsev, A. V. Goltsev, and J. F. F. Mendes
Phys. Rev. E 82, 011103 – Published 1 July 2010

Abstract

We consider bootstrap percolation on uncorrelated complex networks. We obtain the phase diagram for this process with respect to two parameters: f, the fraction of vertices initially activated, and p, the fraction of undamaged vertices in the graph. We observe two transitions: the giant active component appears continuously at a first threshold. There may also be a second, discontinuous, hybrid transition at a higher threshold. Avalanches of activations increase in size as this second critical point is approached, finally diverging at this threshold. We describe the existence of a special critical point at which this second transition first appears. In networks with degree distributions whose second moment diverges (but whose first moment does not), we find a qualitatively different behavior. In this case the giant active component appears for any f>0 and p>0, and the discontinuous transition is absent. This means that the giant active component is robust to damage, and also is very easily activated. We also formulate a generalized bootstrap process in which each vertex can have an arbitrary threshold.

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  • Received 29 March 2010

DOI:https://doi.org/10.1103/PhysRevE.82.011103

©2010 American Physical Society

Authors & Affiliations

G. J. Baxter1,*, S. N. Dorogovtsev1,2, A. V. Goltsev1,2, and J. F. F. Mendes1

  • 1Departamento de Física, I3N, Universidade de Aveiro, Campus Universitário de Santiago, 3810-193 Aveiro, Portugal
  • 2A. F. Ioffe Physico-Technical Institute, 194021 St. Petersburg, Russia

  • *gjbaxter@ua.pt

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Vol. 82, Iss. 1 — July 2010

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