Literature DB >> 17280128

Spreading dynamics on heterogeneous populations: multitype network approach.

Alexei Vazquez1.   

Abstract

I study the spreading of infectious diseases in heterogeneous populations. The population structure is described by a contact graph where vertices represent agents and edges represent disease transmission channels among them. The population heterogeneity is taken into account by the agent's subdivision in types and the mixing matrix among them. I introduce a type-network representation for the mixing matrix, allowing an intuitive understanding of the mixing patterns and the calculations. Using an iterative approach I obtain recursive equations for the probability distribution of the outbreak size as a function of time. I demonstrate that the expected outbreak size and its progression in time are determined by the largest eigenvalue of the reproductive number matrix and the characteristic distance between agents on the contact graph. Finally, I discuss the impact of intervention strategies to halt epidemic outbreaks. This work provides both a qualitative understanding and tools to obtain quantitative predictions for the spreading dynamics of heterogeneous populations.

Entities:  

Year:  2006        PMID: 17280128     DOI: 10.1103/PhysRevE.74.066114

Source DB:  PubMed          Journal:  Phys Rev E Stat Nonlin Soft Matter Phys        ISSN: 1539-3755


  5 in total

1.  Suppressing cascades of load in interdependent networks.

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Journal:  Proc Natl Acad Sci U S A       Date:  2012-02-21       Impact factor: 11.205

Review 2.  The structure and dynamics of multilayer networks.

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Journal:  Phys Rep       Date:  2014-07-10       Impact factor: 25.600

Review 3.  The interplay between social networks and culture: theoretically and among whales and dolphins.

Authors:  Mauricio Cantor; Hal Whitehead
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2013-04-08       Impact factor: 6.237

4.  Leveraging social networks for understanding the evolution of epidemics.

Authors:  Gonzalo Martín; Maria-Cristina Marinescu; David E Singh; Jesús Carretero
Journal:  BMC Syst Biol       Date:  2011-12-23

5.  The impact of imitation on vaccination behavior in social contact networks.

Authors:  Martial L Ndeffo Mbah; Jingzhou Liu; Chris T Bauch; Yonas I Tekel; Jan Medlock; Lauren Ancel Meyers; Alison P Galvani
Journal:  PLoS Comput Biol       Date:  2012-04-12       Impact factor: 4.475

  5 in total

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