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Adaptive agents applied to intrusion detection

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dc.affiliation.dptoUC3M. Departamento de Informáticaes
dc.affiliation.grupoinvUC3M. Grupo de Investigación: COSEC (Computer SECurity Lab)es
dc.contributor.authorCarbó Rubiera, Javier Ignacio
dc.contributor.authorOrfila Díaz-Pabon, Agustín
dc.contributor.authorRibagorda Garnacho, Arturo
dc.date.accessioned2010-11-12T12:53:59Z
dc.date.available2010-11-12T12:53:59Z
dc.date.issued2003-06
dc.descriptionProceeding of: Multi-agent systems and applications III : 3rd International Central and Eastern European Conference on Multi-Agent Systems, CEEMAS 2003 Prague, Czech Republic, June 16–18, 2003
dc.description.abstractThis paper proposes a system of agents that make predictions over the presence of intrusions. Some of the agents act as predictors implementing a given Intrusion Detection model, sniffing out the same traffic. An assessment agent weights the forecasts of such predictor agents, giving a final binary conclusion using a probabilistic model. These weights are continuously adapted according to the previous performance of each predictor agent. Other agent establishes if the prediction from the assessor agent was right or not, sending him back the results. This process is continually repeated and runs without human interaction. The effectiveness of our proposal is measured with the usual method applied in Intrusion Detection domain: Receiver Operating Characteristic curves (detection rate versus false alarm rate). Results of the adaptive agents applied to intrusion detection improve ROC curves as it is shown in this paper.
dc.description.statusPublicado
dc.format.mimetypetext/plain
dc.format.mimetypeapplication/pdf
dc.identifier.bibliographicCitationMulti-agent systems and applications III : 3rd International Central and Eastern European Conference on Multi-Agent Systems, CEEMAS 2003. Springer, 2003, p. 445-453
dc.identifier.doi10.1007/3-540-45023-8_43
dc.identifier.isbn3-540-40450-3
dc.identifier.issn0302-9743
dc.identifier.publicationfirstpage445
dc.identifier.publicationlastpage453
dc.identifier.publicationtitleMulti-agent systems and applications III
dc.identifier.publicationvolume2691
dc.identifier.urihttps://hdl.handle.net/10016/9537
dc.language.isoeng
dc.publisherSpringer
dc.relation.eventdateJune 16–18, 2003
dc.relation.eventnumber3
dc.relation.eventplacePrague (Czech Republic)
dc.relation.eventtitle3rd International Central and Eastern European Conference on Multi-Agent Systems, CEEMAS 2003
dc.relation.ispartofseriesLecture notes in computer science
dc.relation.ispartofseries2691/2003
dc.relation.publisherversionhttp://dx.doi.org/10.1007/3-540-45023-8_43
dc.rights© Springer-Verlag
dc.rights.accessRightsopen access
dc.subject.ecienciaInformática
dc.subject.otherAgents
dc.subject.otherIntrusion detection
dc.titleAdaptive agents applied to intrusion detection
dc.typeconference paper*
dc.type.reviewPeerReviewed
dspace.entity.typePublication
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