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Fractional-order rumor propagation model with memory effect
The harm of online rumor cannot be ignored, and the research on its spreading mechanism is the core issue of rumor governance. People’s judgment on whether information is a rumor is affected by early memory. In order to simulate the spread process of rumors better, so as to timely control rumors, th...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Vienna
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9615633/ https://www.ncbi.nlm.nih.gov/pubmed/36321165 http://dx.doi.org/10.1007/s13278-022-00988-4 |
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author | Gao, Xu Liu, Fengming Liu, Chang |
author_facet | Gao, Xu Liu, Fengming Liu, Chang |
author_sort | Gao, Xu |
collection | PubMed |
description | The harm of online rumor cannot be ignored, and the research on its spreading mechanism is the core issue of rumor governance. People’s judgment on whether information is a rumor is affected by early memory. In order to simulate the spread process of rumors better, so as to timely control rumors, this paper establishes a fractional rumor propagation model with memory effect based on the SIR rumor propagation model. Then, the basic regeneration number of the model is calculated, and the stability analysis of the equilibrium point is performed. Finally, the model is solved and simulated using an efficient and high-precision numerical solution algorithm. It was found that the lower the order, the stronger the memory effect. The simulation results show that the fractional-order rumor propagation model can be used to study the rumor propagation process more realistically. By enhancing the memory effect, the rumor propagation scale can be reduced and the harm of rumor can be reduced. The difference between this study and the past is that the fractional differential equation is used to describe the influence of memory effect on rumor propagation. |
format | Online Article Text |
id | pubmed-9615633 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Vienna |
record_format | MEDLINE/PubMed |
spelling | pubmed-96156332022-10-28 Fractional-order rumor propagation model with memory effect Gao, Xu Liu, Fengming Liu, Chang Soc Netw Anal Min Original Article The harm of online rumor cannot be ignored, and the research on its spreading mechanism is the core issue of rumor governance. People’s judgment on whether information is a rumor is affected by early memory. In order to simulate the spread process of rumors better, so as to timely control rumors, this paper establishes a fractional rumor propagation model with memory effect based on the SIR rumor propagation model. Then, the basic regeneration number of the model is calculated, and the stability analysis of the equilibrium point is performed. Finally, the model is solved and simulated using an efficient and high-precision numerical solution algorithm. It was found that the lower the order, the stronger the memory effect. The simulation results show that the fractional-order rumor propagation model can be used to study the rumor propagation process more realistically. By enhancing the memory effect, the rumor propagation scale can be reduced and the harm of rumor can be reduced. The difference between this study and the past is that the fractional differential equation is used to describe the influence of memory effect on rumor propagation. Springer Vienna 2022-10-28 2022 /pmc/articles/PMC9615633/ /pubmed/36321165 http://dx.doi.org/10.1007/s13278-022-00988-4 Text en © The Author(s), under exclusive licence to Springer-Verlag GmbH Austria, part of Springer Nature 2022, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. 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 | Original Article Gao, Xu Liu, Fengming Liu, Chang Fractional-order rumor propagation model with memory effect |
title | Fractional-order rumor propagation model with memory effect |
title_full | Fractional-order rumor propagation model with memory effect |
title_fullStr | Fractional-order rumor propagation model with memory effect |
title_full_unstemmed | Fractional-order rumor propagation model with memory effect |
title_short | Fractional-order rumor propagation model with memory effect |
title_sort | fractional-order rumor propagation model with memory effect |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9615633/ https://www.ncbi.nlm.nih.gov/pubmed/36321165 http://dx.doi.org/10.1007/s13278-022-00988-4 |
work_keys_str_mv | AT gaoxu fractionalorderrumorpropagationmodelwithmemoryeffect AT liufengming fractionalorderrumorpropagationmodelwithmemoryeffect AT liuchang fractionalorderrumorpropagationmodelwithmemoryeffect |