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Immunization against the Spread of Rumors in Homogenous Networks

Since most rumors are harmful, how to control the spread of such rumors is important. In this paper, we studied the process of "immunization" against rumors by modeling the process of rumor spreading and changing the termination mechanism for the spread of rumors to make the model more rea...

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Detalles Bibliográficos
Autores principales: Zhao, Laijun, Wang, Jiajia, Huang, Rongbing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4416730/
https://www.ncbi.nlm.nih.gov/pubmed/25933430
http://dx.doi.org/10.1371/journal.pone.0124978
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author Zhao, Laijun
Wang, Jiajia
Huang, Rongbing
author_facet Zhao, Laijun
Wang, Jiajia
Huang, Rongbing
author_sort Zhao, Laijun
collection PubMed
description Since most rumors are harmful, how to control the spread of such rumors is important. In this paper, we studied the process of "immunization" against rumors by modeling the process of rumor spreading and changing the termination mechanism for the spread of rumors to make the model more realistic. We derived mean-field equations to describe the dynamics of the rumor spread. By carrying out steady-state analysis, we derived the spreading threshold value that must be exceeded for the rumor to spread. We further discuss a possible strategy for immunization against rumors and obtain an immunization threshold value that represents the minimum level required to stop the rumor from spreading. Numerical simulations revealed that the average degree of the network and parameters of transformation probability significantly influence the spread of rumors. More importantly, the simulations revealed that immunizing a higher proportion of individuals is not necessarily better because of the waste of resources and the generation of unnecessary information. So the optimal immunization rate should be the immunization threshold.
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spelling pubmed-44167302015-05-07 Immunization against the Spread of Rumors in Homogenous Networks Zhao, Laijun Wang, Jiajia Huang, Rongbing PLoS One Research Article Since most rumors are harmful, how to control the spread of such rumors is important. In this paper, we studied the process of "immunization" against rumors by modeling the process of rumor spreading and changing the termination mechanism for the spread of rumors to make the model more realistic. We derived mean-field equations to describe the dynamics of the rumor spread. By carrying out steady-state analysis, we derived the spreading threshold value that must be exceeded for the rumor to spread. We further discuss a possible strategy for immunization against rumors and obtain an immunization threshold value that represents the minimum level required to stop the rumor from spreading. Numerical simulations revealed that the average degree of the network and parameters of transformation probability significantly influence the spread of rumors. More importantly, the simulations revealed that immunizing a higher proportion of individuals is not necessarily better because of the waste of resources and the generation of unnecessary information. So the optimal immunization rate should be the immunization threshold. Public Library of Science 2015-05-01 /pmc/articles/PMC4416730/ /pubmed/25933430 http://dx.doi.org/10.1371/journal.pone.0124978 Text en © 2015 Zhao et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Zhao, Laijun
Wang, Jiajia
Huang, Rongbing
Immunization against the Spread of Rumors in Homogenous Networks
title Immunization against the Spread of Rumors in Homogenous Networks
title_full Immunization against the Spread of Rumors in Homogenous Networks
title_fullStr Immunization against the Spread of Rumors in Homogenous Networks
title_full_unstemmed Immunization against the Spread of Rumors in Homogenous Networks
title_short Immunization against the Spread of Rumors in Homogenous Networks
title_sort immunization against the spread of rumors in homogenous networks
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4416730/
https://www.ncbi.nlm.nih.gov/pubmed/25933430
http://dx.doi.org/10.1371/journal.pone.0124978
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