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Component sizes in networks with arbitrary degree distributions

M. E. J. Newman
Phys. Rev. E 76, 045101(R) – Published 10 October 2007
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Abstract

We give an exact solution for the complete distribution of component sizes in random networks with arbitrary degree distributions. The solution tells us the probability that a randomly chosen node belongs to a component of size s for any s. We apply our results to networks with the three most commonly studied degree distributions—Poisson, exponential, and power-law—as well as to the calculation of cluster sizes for bond percolation on networks, which correspond to the sizes of outbreaks of epidemic processes on the same networks. For the particular case of the power-law degree distribution, we show that the component size distribution itself follows a power law everywhere below the phase transition at which a giant component forms, but takes an exponential form when a giant component is present.

  • Figure
  • Received 16 July 2007

DOI:

Authors & Affiliations

M. E. J. Newman

  • Department of Physics, University of Michigan, Ann Arbor, Michigan 48109, USA and Santa Fe Institute, 1399 Hyde Park Road, Santa Fe, New Mexico 87501, USA

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Issue

Vol. 76, Iss. 4 — October 2007

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