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Contact processes on random graphs with power law degree distributions have critical value 0

Publication ,  Journal Article
Chatterjee, S; Durrett, R
Published in: Annals of Probability
November 1, 2009

If we consider the contact process with infection rate λ on a random graph on n vertices with power law degree distributions, mean field calculations suggest that the critical value λc of the infection rate is positive if the power α>3. Physicists seem to regard this as an established fact, since the result has recently been generalized to bipartite graphs by Gómez-Gardeñes et al. [Proc. Natl. Acad. Sci. USA 105 (2008) 1399-1404]. Here, we show that the critical value λc is zero for any value of α>3, and the contact process starting from all vertices infected, with a probability tending to 1 as n →∞, maintains a positive density of infected sites for time at least exp(n1-δ) for any δ>0. Using the last result, together with the contact process duality, we can establish the existence of a quasi-stationary distribution in which a randomly chosen vertex is occupied with probability ρ(λ). It is expected that ρ(λ)~ Cλβ as λ → 0. Here we show that α - 1 ≤ β ≤ 2α - 3, and so β>2 for α>3. Thus even though the graph is locally tree-like, β does not take the mean field critical value β = 1. © Institute of Mathematical Statistics, 2009.

Duke Scholars

Published In

Annals of Probability

DOI

ISSN

0091-1798

Publication Date

November 1, 2009

Volume

37

Issue

6

Start / End Page

2332 / 2356

Related Subject Headings

  • Statistics & Probability
  • 4905 Statistics
  • 4904 Pure mathematics
  • 0104 Statistics
  • 0101 Pure Mathematics
 

Citation

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Chatterjee, S., & Durrett, R. (2009). Contact processes on random graphs with power law degree distributions have critical value 0. Annals of Probability, 37(6), 2332–2356. https://doi.org/10.1214/09-AOP471
Chatterjee, S., and R. Durrett. “Contact processes on random graphs with power law degree distributions have critical value 0.” Annals of Probability 37, no. 6 (November 1, 2009): 2332–56. https://doi.org/10.1214/09-AOP471.
Chatterjee S, Durrett R. Contact processes on random graphs with power law degree distributions have critical value 0. Annals of Probability. 2009 Nov 1;37(6):2332–56.
Chatterjee, S., and R. Durrett. “Contact processes on random graphs with power law degree distributions have critical value 0.” Annals of Probability, vol. 37, no. 6, Nov. 2009, pp. 2332–56. Scopus, doi:10.1214/09-AOP471.
Chatterjee S, Durrett R. Contact processes on random graphs with power law degree distributions have critical value 0. Annals of Probability. 2009 Nov 1;37(6):2332–2356.

Published In

Annals of Probability

DOI

ISSN

0091-1798

Publication Date

November 1, 2009

Volume

37

Issue

6

Start / End Page

2332 / 2356

Related Subject Headings

  • Statistics & Probability
  • 4905 Statistics
  • 4904 Pure mathematics
  • 0104 Statistics
  • 0101 Pure Mathematics