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Web malware spread modelling and optimal control strategies
The popularity of the Web improves the growth of web threats. Formulating mathematical models for accurate prediction of malicious propagation over networks is of great importance. The aim of this paper is to understand the propagation mechanisms of web malware and the impact of human intervention o...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5301259/ https://www.ncbi.nlm.nih.gov/pubmed/28186203 http://dx.doi.org/10.1038/srep42308 |
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author | Liu, Wanping Zhong, Shouming |
author_facet | Liu, Wanping Zhong, Shouming |
author_sort | Liu, Wanping |
collection | PubMed |
description | The popularity of the Web improves the growth of web threats. Formulating mathematical models for accurate prediction of malicious propagation over networks is of great importance. The aim of this paper is to understand the propagation mechanisms of web malware and the impact of human intervention on the spread of malicious hyperlinks. Considering the characteristics of web malware, a new differential epidemic model which extends the traditional SIR model by adding another delitescent compartment is proposed to address the spreading behavior of malicious links over networks. The spreading threshold of the model system is calculated, and the dynamics of the model is theoretically analyzed. Moreover, the optimal control theory is employed to study malware immunization strategies, aiming to keep the total economic loss of security investment and infection loss as low as possible. The existence and uniqueness of the results concerning the optimality system are confirmed. Finally, numerical simulations show that the spread of malware links can be controlled effectively with proper control strategy of specific parameter choice. |
format | Online Article Text |
id | pubmed-5301259 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-53012592017-02-15 Web malware spread modelling and optimal control strategies Liu, Wanping Zhong, Shouming Sci Rep Article The popularity of the Web improves the growth of web threats. Formulating mathematical models for accurate prediction of malicious propagation over networks is of great importance. The aim of this paper is to understand the propagation mechanisms of web malware and the impact of human intervention on the spread of malicious hyperlinks. Considering the characteristics of web malware, a new differential epidemic model which extends the traditional SIR model by adding another delitescent compartment is proposed to address the spreading behavior of malicious links over networks. The spreading threshold of the model system is calculated, and the dynamics of the model is theoretically analyzed. Moreover, the optimal control theory is employed to study malware immunization strategies, aiming to keep the total economic loss of security investment and infection loss as low as possible. The existence and uniqueness of the results concerning the optimality system are confirmed. Finally, numerical simulations show that the spread of malware links can be controlled effectively with proper control strategy of specific parameter choice. Nature Publishing Group 2017-02-10 /pmc/articles/PMC5301259/ /pubmed/28186203 http://dx.doi.org/10.1038/srep42308 Text en Copyright © 2017, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Liu, Wanping Zhong, Shouming Web malware spread modelling and optimal control strategies |
title | Web malware spread modelling and optimal control strategies |
title_full | Web malware spread modelling and optimal control strategies |
title_fullStr | Web malware spread modelling and optimal control strategies |
title_full_unstemmed | Web malware spread modelling and optimal control strategies |
title_short | Web malware spread modelling and optimal control strategies |
title_sort | web malware spread modelling and optimal control strategies |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5301259/ https://www.ncbi.nlm.nih.gov/pubmed/28186203 http://dx.doi.org/10.1038/srep42308 |
work_keys_str_mv | AT liuwanping webmalwarespreadmodellingandoptimalcontrolstrategies AT zhongshouming webmalwarespreadmodellingandoptimalcontrolstrategies |