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Vaccinating SIS epidemics under evolving perception in heterogeneous networks

ABSTRACT: Vaccination is an effective intervention against epidemics. Previous work has demonstrated that psychological cognition affects individual behavior. However, perceptual differences between individuals, as well as the dynamics of perceptual evolution, are not taken into account. In order to...

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Detalles Bibliográficos
Autores principales: Li, Xiao-Jie, Li, Xiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7531267/
https://www.ncbi.nlm.nih.gov/pubmed/33024413
http://dx.doi.org/10.1140/epjb/e2020-10355-3
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author Li, Xiao-Jie
Li, Xiang
author_facet Li, Xiao-Jie
Li, Xiang
author_sort Li, Xiao-Jie
collection PubMed
description ABSTRACT: Vaccination is an effective intervention against epidemics. Previous work has demonstrated that psychological cognition affects individual behavior. However, perceptual differences between individuals, as well as the dynamics of perceptual evolution, are not taken into account. In order to explore how these realistic characteristics of psychological cognition influence collective vaccination behavior, we propose a prospect theory based evolutionary vaccination game model, where the evolution of reference points is used to characterize changes in perception. We compare the fractions of vaccinated individuals and infected individuals under variable reference points with those under the expected utility theory and the fixed reference point, and highlight the role of evolving perception in promoting vaccination and contributing to epidemic control. We find that the epidemic size under variable reference point is always less than that under the expected utility theory. Finding that there exists a vaccination cost threshold for the cognitive effect, we develop a novel mixed-reference-point mechanism by combining individual psychological characteristics with network topological feature. The effectiveness of this mechanism in controlling the network epidemics is verified with numerical simulations. Compared with pure reference points, the mixed-reference-point mechanism can effectively reduce the final epidemic size, especially at a large vaccination cost. GRAPHICAL ABSTRACT: [Image: see text]
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spelling pubmed-75312672020-10-02 Vaccinating SIS epidemics under evolving perception in heterogeneous networks Li, Xiao-Jie Li, Xiang Eur Phys J B Regular Article ABSTRACT: Vaccination is an effective intervention against epidemics. Previous work has demonstrated that psychological cognition affects individual behavior. However, perceptual differences between individuals, as well as the dynamics of perceptual evolution, are not taken into account. In order to explore how these realistic characteristics of psychological cognition influence collective vaccination behavior, we propose a prospect theory based evolutionary vaccination game model, where the evolution of reference points is used to characterize changes in perception. We compare the fractions of vaccinated individuals and infected individuals under variable reference points with those under the expected utility theory and the fixed reference point, and highlight the role of evolving perception in promoting vaccination and contributing to epidemic control. We find that the epidemic size under variable reference point is always less than that under the expected utility theory. Finding that there exists a vaccination cost threshold for the cognitive effect, we develop a novel mixed-reference-point mechanism by combining individual psychological characteristics with network topological feature. The effectiveness of this mechanism in controlling the network epidemics is verified with numerical simulations. Compared with pure reference points, the mixed-reference-point mechanism can effectively reduce the final epidemic size, especially at a large vaccination cost. GRAPHICAL ABSTRACT: [Image: see text] Springer Berlin Heidelberg 2020-10-05 2020 /pmc/articles/PMC7531267/ /pubmed/33024413 http://dx.doi.org/10.1140/epjb/e2020-10355-3 Text en © EDP Sciences / Società Italiana di Fisica / Springer-Verlag GmbH Germany, part of Springer Nature 2020 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 Regular Article
Li, Xiao-Jie
Li, Xiang
Vaccinating SIS epidemics under evolving perception in heterogeneous networks
title Vaccinating SIS epidemics under evolving perception in heterogeneous networks
title_full Vaccinating SIS epidemics under evolving perception in heterogeneous networks
title_fullStr Vaccinating SIS epidemics under evolving perception in heterogeneous networks
title_full_unstemmed Vaccinating SIS epidemics under evolving perception in heterogeneous networks
title_short Vaccinating SIS epidemics under evolving perception in heterogeneous networks
title_sort vaccinating sis epidemics under evolving perception in heterogeneous networks
topic Regular Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7531267/
https://www.ncbi.nlm.nih.gov/pubmed/33024413
http://dx.doi.org/10.1140/epjb/e2020-10355-3
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AT lixiang vaccinatingsisepidemicsunderevolvingperceptioninheterogeneousnetworks