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dc.contributor.authorHerrero, Alvaro 
dc.contributor.authorNavarro, Marti
dc.contributor.authorCorchado, Emilio 
dc.contributor.authorVicente, Julián
dc.date.accessioned2015-09-30T10:14:45Z
dc.date.available2015-09-30T10:14:45Z
dc.date.issued2013-01
dc.identifier.issn0167-739X
dc.identifier.urihttp://hdl.handle.net/10259/3858
dc.description.abstractThis 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 IDSen
dc.description.sponsorshipMinisterio 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)en
dc.format.mimetypeapplication/pdf
dc.language.isoenges
dc.publisherElsevieren
dc.relation.ispartofFuture Generation Computer Systems. 2013, V. 29, n. 1, p. 250–261en
dc.subjectHybrid Artificial Intelligent Systemsen
dc.subjectUnsupervised learningen
dc.subjectArtificial Neural Networksen
dc.subjectMulti-Agent systemsen
dc.subjectCase-based reasoningen
dc.subjectComputer network securityen
dc.subjectIntrusion detectionen
dc.subjectTime-bounded deliberative processen
dc.titleRT-MOVICAB-IDS: Addressing real-time intrusion detectionen
dc.typeArtículoes
dc.typeinfo:eu-repo/semantics/article
dc.rights.accessRightsinfo:eu-repo/semantics/openAccess
dc.relation.publisherversionhttp://dx.doi.org/10.1016/j.future.2010.12.017
dc.identifier.doi10.1016/j.future.2010.12.017
dc.relation.projectIDinfo:eu-repo/grantAgreement/MINECO/TIN2010-21272-C02-01
dc.relation.projectIDinfo:eu-repo/grantAgreement/MICINN/CIT-020000-2008-2
dc.relation.projectIDinfo:eu-repo/grantAgreement/MICINN/CIT-020000-2009-12
dc.relation.projectIDinfo:eu-repo/grantAgreement/MINECO/TIN2009-13839-C03-01
dc.relation.projectIDinfo:eu-repo/grantAgreement/JCyL/BU006A08


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