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Networks and the Epidemiology of Infectious Disease

The science of networks has revolutionised research into the dynamics of interacting elements. It could be argued that epidemiology in particular has embraced the potential of network theory more than any other discipline. Here we review the growing body of research concerning the spread of infectio...

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Detalles Bibliográficos
Autores principales: Danon, Leon, Ford, Ashley P., House, Thomas, Jewell, Chris P., Keeling, Matt J., Roberts, Gareth O., Ross, Joshua V., Vernon, Matthew C.
Formato: Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3062985/
https://www.ncbi.nlm.nih.gov/pubmed/21437001
http://dx.doi.org/10.1155/2011/284909
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author Danon, Leon
Ford, Ashley P.
House, Thomas
Jewell, Chris P.
Keeling, Matt J.
Roberts, Gareth O.
Ross, Joshua V.
Vernon, Matthew C.
author_facet Danon, Leon
Ford, Ashley P.
House, Thomas
Jewell, Chris P.
Keeling, Matt J.
Roberts, Gareth O.
Ross, Joshua V.
Vernon, Matthew C.
author_sort Danon, Leon
collection PubMed
description The science of networks has revolutionised research into the dynamics of interacting elements. It could be argued that epidemiology in particular has embraced the potential of network theory more than any other discipline. Here we review the growing body of research concerning the spread of infectious diseases on networks, focusing on the interplay between network theory and epidemiology. The review is split into four main sections, which examine: the types of network relevant to epidemiology; the multitude of ways these networks can be characterised; the statistical methods that can be applied to infer the epidemiological parameters on a realised network; and finally simulation and analytical methods to determine epidemic dynamics on a given network. Given the breadth of areas covered and the ever-expanding number of publications, a comprehensive review of all work is impossible. Instead, we provide a personalised overview into the areas of network epidemiology that have seen the greatest progress in recent years or have the greatest potential to provide novel insights. As such, considerable importance is placed on analytical approaches and statistical methods which are both rapidly expanding fields. Throughout this review we restrict our attention to epidemiological issues.
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spelling pubmed-30629852011-03-24 Networks and the Epidemiology of Infectious Disease Danon, Leon Ford, Ashley P. House, Thomas Jewell, Chris P. Keeling, Matt J. Roberts, Gareth O. Ross, Joshua V. Vernon, Matthew C. Interdiscip Perspect Infect Dis Review Article The science of networks has revolutionised research into the dynamics of interacting elements. It could be argued that epidemiology in particular has embraced the potential of network theory more than any other discipline. Here we review the growing body of research concerning the spread of infectious diseases on networks, focusing on the interplay between network theory and epidemiology. The review is split into four main sections, which examine: the types of network relevant to epidemiology; the multitude of ways these networks can be characterised; the statistical methods that can be applied to infer the epidemiological parameters on a realised network; and finally simulation and analytical methods to determine epidemic dynamics on a given network. Given the breadth of areas covered and the ever-expanding number of publications, a comprehensive review of all work is impossible. Instead, we provide a personalised overview into the areas of network epidemiology that have seen the greatest progress in recent years or have the greatest potential to provide novel insights. As such, considerable importance is placed on analytical approaches and statistical methods which are both rapidly expanding fields. Throughout this review we restrict our attention to epidemiological issues. Hindawi Publishing Corporation 2011 2011-03-16 /pmc/articles/PMC3062985/ /pubmed/21437001 http://dx.doi.org/10.1155/2011/284909 Text en Copyright © 2011 Leon Danon et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Review Article
Danon, Leon
Ford, Ashley P.
House, Thomas
Jewell, Chris P.
Keeling, Matt J.
Roberts, Gareth O.
Ross, Joshua V.
Vernon, Matthew C.
Networks and the Epidemiology of Infectious Disease
title Networks and the Epidemiology of Infectious Disease
title_full Networks and the Epidemiology of Infectious Disease
title_fullStr Networks and the Epidemiology of Infectious Disease
title_full_unstemmed Networks and the Epidemiology of Infectious Disease
title_short Networks and the Epidemiology of Infectious Disease
title_sort networks and the epidemiology of infectious disease
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3062985/
https://www.ncbi.nlm.nih.gov/pubmed/21437001
http://dx.doi.org/10.1155/2011/284909
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