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Epidemic Spreading and Equilibrium Social Distancing in Heterogeneous Networks
We study a multi-type SIR epidemic process within a heterogeneous population that interacts through a network. We base social contact on a random graph with given vertex degrees, and we give limit theorems on the fraction of infected individuals. For given social distancing individual strategies, we...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8723826/ https://www.ncbi.nlm.nih.gov/pubmed/35003828 http://dx.doi.org/10.1007/s13235-021-00411-1 |
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author | Amini, Hamed Minca, Andreea |
author_facet | Amini, Hamed Minca, Andreea |
author_sort | Amini, Hamed |
collection | PubMed |
description | We study a multi-type SIR epidemic process within a heterogeneous population that interacts through a network. We base social contact on a random graph with given vertex degrees, and we give limit theorems on the fraction of infected individuals. For given social distancing individual strategies, we establish the epidemic reproduction number [Formula: see text] , which can be used to identify network vulnerability and inform vaccination policies. In the second part of the paper, we study the equilibrium of the social distancing game. Individuals choose their social distancing level according to an anticipated global infection rate, which must equal the actual infection rate following their choices. We give conditions for the existence and uniqueness of an equilibrium. In the case of random regular graphs, we show that voluntary social distancing will always be socially sub-optimal. |
format | Online Article Text |
id | pubmed-8723826 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-87238262022-01-04 Epidemic Spreading and Equilibrium Social Distancing in Heterogeneous Networks Amini, Hamed Minca, Andreea Dyn Games Appl Article We study a multi-type SIR epidemic process within a heterogeneous population that interacts through a network. We base social contact on a random graph with given vertex degrees, and we give limit theorems on the fraction of infected individuals. For given social distancing individual strategies, we establish the epidemic reproduction number [Formula: see text] , which can be used to identify network vulnerability and inform vaccination policies. In the second part of the paper, we study the equilibrium of the social distancing game. Individuals choose their social distancing level according to an anticipated global infection rate, which must equal the actual infection rate following their choices. We give conditions for the existence and uniqueness of an equilibrium. In the case of random regular graphs, we show that voluntary social distancing will always be socially sub-optimal. Springer US 2022-01-04 2022 /pmc/articles/PMC8723826/ /pubmed/35003828 http://dx.doi.org/10.1007/s13235-021-00411-1 Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Amini, Hamed Minca, Andreea Epidemic Spreading and Equilibrium Social Distancing in Heterogeneous Networks |
title | Epidemic Spreading and Equilibrium Social Distancing in Heterogeneous Networks |
title_full | Epidemic Spreading and Equilibrium Social Distancing in Heterogeneous Networks |
title_fullStr | Epidemic Spreading and Equilibrium Social Distancing in Heterogeneous Networks |
title_full_unstemmed | Epidemic Spreading and Equilibrium Social Distancing in Heterogeneous Networks |
title_short | Epidemic Spreading and Equilibrium Social Distancing in Heterogeneous Networks |
title_sort | epidemic spreading and equilibrium social distancing in heterogeneous networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8723826/ https://www.ncbi.nlm.nih.gov/pubmed/35003828 http://dx.doi.org/10.1007/s13235-021-00411-1 |
work_keys_str_mv | AT aminihamed epidemicspreadingandequilibriumsocialdistancinginheterogeneousnetworks AT mincaandreea epidemicspreadingandequilibriumsocialdistancinginheterogeneousnetworks |