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Application of Bayesian Algorithm in Risk Quantification for Network Security

Network security risk quantification involves both technical and management aspects. Risk quantification has great uncertainty and cannot be fully quantified. Therefore, the fully objective realization of network information security risk quantification is not yet mature. This paper analyzes and qua...

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Detalles Bibliográficos
Autor principal: Wei, Lei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9286981/
https://www.ncbi.nlm.nih.gov/pubmed/35845905
http://dx.doi.org/10.1155/2022/7512289
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author Wei, Lei
author_facet Wei, Lei
author_sort Wei, Lei
collection PubMed
description Network security risk quantification involves both technical and management aspects. Risk quantification has great uncertainty and cannot be fully quantified. Therefore, the fully objective realization of network information security risk quantification is not yet mature. This paper analyzes and quantifies the network security risks caused by various threat sources through a network security risk quantification model based on the Bayesian algorithm. By combining expert knowledge, the conditional probability matrix under the inference rule of the Bayesian algorithm is clarified, and the subjective judgment information of experts on the damage degree of the target information system is synthesized into the prior information system of network security threat. The Bayesian algorithm is used to realize the observation node of objective assessment information and combining subjective security threat levels to achieve continuity and accumulation of security assessments. The error is about 3%, which has a very good effect on the quantification of network security risk.
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spelling pubmed-92869812022-07-16 Application of Bayesian Algorithm in Risk Quantification for Network Security Wei, Lei Comput Intell Neurosci Research Article Network security risk quantification involves both technical and management aspects. Risk quantification has great uncertainty and cannot be fully quantified. Therefore, the fully objective realization of network information security risk quantification is not yet mature. This paper analyzes and quantifies the network security risks caused by various threat sources through a network security risk quantification model based on the Bayesian algorithm. By combining expert knowledge, the conditional probability matrix under the inference rule of the Bayesian algorithm is clarified, and the subjective judgment information of experts on the damage degree of the target information system is synthesized into the prior information system of network security threat. The Bayesian algorithm is used to realize the observation node of objective assessment information and combining subjective security threat levels to achieve continuity and accumulation of security assessments. The error is about 3%, which has a very good effect on the quantification of network security risk. Hindawi 2022-07-08 /pmc/articles/PMC9286981/ /pubmed/35845905 http://dx.doi.org/10.1155/2022/7512289 Text en Copyright © 2022 Lei Wei. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Wei, Lei
Application of Bayesian Algorithm in Risk Quantification for Network Security
title Application of Bayesian Algorithm in Risk Quantification for Network Security
title_full Application of Bayesian Algorithm in Risk Quantification for Network Security
title_fullStr Application of Bayesian Algorithm in Risk Quantification for Network Security
title_full_unstemmed Application of Bayesian Algorithm in Risk Quantification for Network Security
title_short Application of Bayesian Algorithm in Risk Quantification for Network Security
title_sort application of bayesian algorithm in risk quantification for network security
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9286981/
https://www.ncbi.nlm.nih.gov/pubmed/35845905
http://dx.doi.org/10.1155/2022/7512289
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