2026-04-29T15:41:59Zhttps://riubu.ubu.es/oai/request

oai:riubu.ubu.es:10259/38582022-04-29T12:02:47Zcom_10259_3847com_10259_5086com_10259_2604col_10259_3848

Herrero Cosío, Álvaro 283 500 0000-0002-2444-5384 Navarro, Marti 3aabe06f-8bb5-4e1e-96ad-c4baacc5447e 500 Corchado, Emilio 125 500 Vicente, Julián 55df3682-0e34-4147-9937-492c329844f2 500 2015-09-30T10:14:45Z 2015-09-30T10:14:45Z 2013-01 0167-739X http://hdl.handle.net/10259/3858 10.1016/j.future.2010.12.017 This study presents a novel Hybrid Intelligent Intrusion Detection System (IDS) known as RT-MOVICAB-IDS that incorporates temporal control. One of its main goals is to facilitate real-time Intrusion Detection, as accurate and swift responses are crucial in this field, especially if automatic abortion mechanisms are running. The formulation of this hybrid IDS combines Artificial Neural Networks (ANN) and Case-Based Reasoning (CBR) within a Multi-Agent System (MAS) to detect intrusions in dynamic computer networks. Temporal restrictions are imposed on this IDS, in order to perform real/execution time processing and assure system response predictability. Therefore, a dynamic real-time multi-agent architecture for IDS is proposed in this study, allowing the addition of predictable agents (both reactive and deliberative). In particular, two of the deliberative agents deployed in this system incorporate temporal-bounded CBR. This upgraded CBR is based on an anytime approximation, which allows the adaptation of this Artificial Intelligence paradigm to real-time requirements. Experimental results using real data sets are presented which validate the performance of this novel hybrid IDS Ministerio de Economía y Competitividad (TIN2010-21272-C02-01, TIN2009-13839-C03-01), Ministerio de Ciencia e Innovación (CIT-020000-2008-2, CIT-020000-2009-12) application/pdf eng Elsevier Future Generation Computer Systems. 2013, V. 29, n. 1, p. 250–261 http://dx.doi.org/10.1016/j.future.2010.12.017 info:eu-repo/grantAgreement/MINECO/TIN2010-21272-C02-01 info:eu-repo/grantAgreement/MICINN/CIT-020000-2008-2 info:eu-repo/grantAgreement/MICINN/CIT-020000-2009-12 info:eu-repo/grantAgreement/MINECO/TIN2009-13839-C03-01 info:eu-repo/grantAgreement/JCyL/BU006A08 Hybrid Artificial Intelligent Systems Unsupervised learning Artificial Neural Networks Multi-Agent systems Case-based reasoning Computer network security Intrusion detection Time-bounded deliberative process Computer science Informática RT-MOVICAB-IDS: Addressing real-time intrusion detection info:eu-repo/semantics/article info:eu-repo/semantics/openAccess THUMBNAIL Herrero-FGCS_2013.pdf.jpg Herrero-FGCS_2013.pdf.jpg IM Thumbnail image/jpeg 3695 https://riubu.ubu.es/bitstream/10259/3858/4/Herrero-FGCS_2013.pdf.jpg f9f07815dedf3fb7e888182b86a3af69 MD5 4 ORIGINAL Herrero-FGCS_2013.pdf Herrero-FGCS_2013.pdf application/pdf 1071050 https://riubu.ubu.es/bitstream/10259/3858/1/Herrero-FGCS_2013.pdf 8b73876237c3eb48e469be11147e31c0 MD5 1 LICENSE license.txt license.txt text/plain; charset=utf-8 1362 https://riubu.ubu.es/bitstream/10259/3858/2/license.txt 5d013bfa6e473ff0db22cd82a4d71a70 MD5 2 TEXT Herrero-FGCS_2013.pdf.txt Herrero-FGCS_2013.pdf.txt Extracted text text/plain 78864 https://riubu.ubu.es/bitstream/10259/3858/3/Herrero-FGCS_2013.pdf.txt 0ac689755aaf9b648e0ca32d7b07fb56 MD5 3 10259/3858 oai:riubu.ubu.es:10259/3858 2022-04-29 14:02:47.658 Repositorio Institucional de la Universidad de Burgos bubrep@ubu.es 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