SIR epidemics on random graphs with a fixed degree sequence

Let Δ > 1 be a fixed positive integer. For \documentclass{article}\usepackage{mathrsfs}\usepackage{amsmath, amssymb}\pagestyle{empty}\begin{document}\begin{align*}{\textbf{ {z}}} \in \mathbb{R}_+^\Delta\end{align*} \end{document} **image** let Gz be chosen uniformly at random from the collection of graphs on ∥z∥1n vertices that have zin vertices of degree i for i = 1,…,Δ. We determine the likely evolution in continuous time of the SIR model for the spread of an infectious disease on Gz, starting from a single infected node. Either the disease halts after infecting only a small number of nodes, or an epidemic spreads to infect a linear number of nodes. Conditioning on the event that more than a small number of nodes are infected, the epidemic is likely to follow a trajectory given by the solution of an associated system of ordinary differential equations. These results also give the likely number of nodes infected during the course of the epidemic and the likely length in time of the epidemic. © 2012 Wiley Periodicals, Inc. Random Struct. Alg., 2012 © 2012 Wiley Periodicals, Inc.

[1]  Sanming Zhou,et al.  Hamiltonicity of random graphs produced by 2-processes , 2007 .

[2]  A D Barbour,et al.  Duration of closed stochastic epidemic , 1975 .

[3]  V. Ramachandran,et al.  The diameter of sparse random graphs , 2007 .

[4]  Krishna B. Athreya,et al.  The local limit theorem and some related aspects of super-critical branching processes , 1970 .

[5]  Noga Alon,et al.  The Probabilistic Method, Second Edition , 2004 .

[6]  N. Wormald The differential equation method for random graph processes and greedy algorithms , 1999 .

[7]  Béla Bollobás,et al.  Random Graphs , 1985 .

[8]  Håkan Andersson,et al.  Limit theorems for a random graph epidemic model , 1998 .

[9]  Michael Molloy,et al.  The scaling window for a random graph with a given degree sequence , 2009, SODA '10.

[10]  Peter Donnelly,et al.  Strong approximations for epidemic models , 1995 .

[11]  Bruce A. Reed,et al.  The Size of the Giant Component of a Random Graph with a Given Degree Sequence , 1998, Combinatorics, Probability and Computing.

[12]  W. O. Kermack,et al.  A contribution to the mathematical theory of epidemics , 1927 .

[13]  B. Pittel,et al.  On the largest component of a random graph with a subpower-law degree sequence in a subcritical phase , 2008, 0808.2907.

[14]  J. Metz,et al.  The epidemic in a closed population with all susceptibles equally vulnerable; some results for large susceptible populations and small initial infections , 1978, Acta biotheoretica.

[15]  M. Newman,et al.  Random graphs with arbitrary degree distributions and their applications. , 2000, Physical review. E, Statistical, nonlinear, and soft matter physics.

[16]  Denis Mollison,et al.  Spatial Contact Models for Ecological and Epidemic Spread , 1977 .

[17]  Mihyun Kang,et al.  The Critical Phase for Random Graphs with a Given Degree Sequence , 2008, Combinatorics, Probability and Computing.

[18]  Svante Janson,et al.  A simple solution to the k-core problem , 2007, Random Struct. Algorithms.

[19]  Witold Hurewicz,et al.  Lectures on Ordinary Differential Equations , 1959 .

[20]  Sanming Zhou,et al.  Hamiltonicity of random graphs produced by 2-processes , 2007, Random Struct. Algorithms.

[21]  Alan M. Frieze,et al.  On the Chromatic Number of Random Graphs with a Fixed Degree Sequence , 2007, Comb. Probab. Comput..

[22]  E. Volz SIR dynamics in random networks with heterogeneous connectivity , 2007, Journal of mathematical biology.

[23]  Joel H. Spencer,et al.  Birth control for giants , 2007, Comb..

[24]  M. Newman Spread of epidemic disease on networks. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[25]  Alan M. Frieze,et al.  Karp–Sipser on Random Graphs with a Fixed Degree Sequence , 2011, Combinatorics, Probability and Computing.

[26]  Svante Janson,et al.  Random graphs , 2000, Wiley-Interscience series in discrete mathematics and optimization.

[27]  M. Keeling,et al.  Networks and epidemic models , 2005, Journal of The Royal Society Interface.

[28]  Bruce A. Reed,et al.  A Critical Point for Random Graphs with a Given Degree Sequence , 1995, Random Struct. Algorithms.

[29]  Joel C. Miller A note on a paper by Erik Volz [arXiv:0705.2092]: SIR dynamics in random networks , 2009 .

[30]  Frank Ball,et al.  Network epidemic models with two levels of mixing. , 2008, Mathematical biosciences.

[31]  Tom Britton,et al.  Stochastic epidemic models: a survey. , 2009, Mathematical biosciences.

[32]  Frank Ball,et al.  The threshold behaviour of epidemic models , 1983, Journal of Applied Probability.

[33]  Svante Janson,et al.  Random graphs , 2000, ZOR Methods Model. Oper. Res..

[34]  Andrew Beveridge,et al.  Product rule wins a competitive game , 2007 .

[35]  Noga Alon,et al.  The Probabilistic Method , 2015, Fundamentals of Ramsey Theory.

[36]  Joel C. Miller A note on a paper by Erik Volz: SIR dynamics in random networks , 2009, Journal of mathematical biology.

[37]  Svante Janson,et al.  Asymptotic normality of the k-core in random graphs , 2008 .

[38]  Svante Janson The Probability That a Random Multigraph is Simple , 2009, Comb. Probab. Comput..

[39]  S. Janson,et al.  Graphs with specified degree distributions, simple epidemics, and local vaccination strategies , 2007, Advances in Applied Probability.

[40]  Svante Janson,et al.  The largest component in a subcritical random graph with a power law degree distribution , 2007, 0708.4404.

[41]  Peter Neal,et al.  SIR epidemics on a Bernoulli random graph , 2003, Journal of Applied Probability.