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FastIntrusionDetectionSystembasedonFlexibleNeuralTree TomáˇsNovosád,JanPlatoˇs,VáclavSnáˇsel

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Abstract

Abstract—Computer security is very important in these days. Computers are used probably in any industry and their protection against attacks is very important task. The protection usually consist in several levels. The first level is preventions. Intrusiondetection system(IDS) may be used as nextlevel.IDSisusefulindetectionofintrusions,butalsoin monitoringofsecurityissuesandthetraffic.Thispaperpresent IDS based on Flexible Neural Trees. Flexible neural tree is hierarchical neural network, which is automatically created using evolutionary algorithms to solving of defined problem. This is very important, because it is not necessary to set the structureandtheweightsofneuralnetworkspriortheproblem issolved.Theaccuracyofproposedtechniqueisalwaysabove 98%andthespeedofdecisionmakingprocessenableitsusing inreal-timeapplications. Keywords-flexible neural tree, genetic algorithm, intrusion detection,real-timeclassification I

Year: 2010
OAI identifier: oai:CiteSeerX.psu:10.1.1.170.4610
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