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Immunization strategy based on the critical node in percolation transition

The problem of finding a better immunization strategy for controlling the spreading of the epidemic with limited resources has attracted much attention since its great theoretical significance and wide application. In this letter, we propose a novel and successful targeted immunization strategy base...

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Detalles Bibliográficos
Autores principales: Liu, Yang, Wei, Bo, Wang, Zhen, Deng, Yong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier B.V. 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7125864/
https://www.ncbi.nlm.nih.gov/pubmed/32288059
http://dx.doi.org/10.1016/j.physleta.2015.09.017
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author Liu, Yang
Wei, Bo
Wang, Zhen
Deng, Yong
author_facet Liu, Yang
Wei, Bo
Wang, Zhen
Deng, Yong
author_sort Liu, Yang
collection PubMed
description The problem of finding a better immunization strategy for controlling the spreading of the epidemic with limited resources has attracted much attention since its great theoretical significance and wide application. In this letter, we propose a novel and successful targeted immunization strategy based on percolation transition. Our strategy repeatedly looks for the critical nodes for immunizing. The critical node, which leads to the emergence of the giant connected component as the degree threshold increases, is determined when the maximal second-largest connected component disappears. To test the effectiveness of the proposed method, we conduct the experiments on several artificial networks and real-world networks. The results show that the proposed method outperforms the degree centrality strategy, the betweenness centrality strategy and the adaptive degree centrality strategy with 18% to 50% fewer immunized nodes for same amount of immunization.
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spelling pubmed-71258642020-04-08 Immunization strategy based on the critical node in percolation transition Liu, Yang Wei, Bo Wang, Zhen Deng, Yong Phys Lett A Article The problem of finding a better immunization strategy for controlling the spreading of the epidemic with limited resources has attracted much attention since its great theoretical significance and wide application. In this letter, we propose a novel and successful targeted immunization strategy based on percolation transition. Our strategy repeatedly looks for the critical nodes for immunizing. The critical node, which leads to the emergence of the giant connected component as the degree threshold increases, is determined when the maximal second-largest connected component disappears. To test the effectiveness of the proposed method, we conduct the experiments on several artificial networks and real-world networks. The results show that the proposed method outperforms the degree centrality strategy, the betweenness centrality strategy and the adaptive degree centrality strategy with 18% to 50% fewer immunized nodes for same amount of immunization. Elsevier B.V. 2015-11-06 2015-09-16 /pmc/articles/PMC7125864/ /pubmed/32288059 http://dx.doi.org/10.1016/j.physleta.2015.09.017 Text en Copyright © 2015 Elsevier B.V. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active.
spellingShingle Article
Liu, Yang
Wei, Bo
Wang, Zhen
Deng, Yong
Immunization strategy based on the critical node in percolation transition
title Immunization strategy based on the critical node in percolation transition
title_full Immunization strategy based on the critical node in percolation transition
title_fullStr Immunization strategy based on the critical node in percolation transition
title_full_unstemmed Immunization strategy based on the critical node in percolation transition
title_short Immunization strategy based on the critical node in percolation transition
title_sort immunization strategy based on the critical node in percolation transition
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7125864/
https://www.ncbi.nlm.nih.gov/pubmed/32288059
http://dx.doi.org/10.1016/j.physleta.2015.09.017
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