Development of an adaptive learning network-failure detection system

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dc.contributor.advisor Moreno Novella, José Ignacio
dc.contributor.advisor Cuevas, Antonio
dc.contributor.advisor Mandic, Patrick Ucero Aristu, Íñigo 2018-11-09T15:11:29Z 2018-11-09T15:11:29Z 2008-09-30 2008-12-04
dc.description.abstract The purpose of this work consists in finding a method able to detect anomalies and adapt to new behaviours in an IP-network. Here is possible to find a work of investigation about the different anomaly detection systems. During the introduction and the first points, the audience could realize how the field of anomaly detection is divided in two big groups: Anomaly detection systems based in rules, and adaptive anomaly detection systems. These two ideas will be discuss, and some examples of each technology are given. In the case of adaptive anomaly detection, there are some techniques proposed. One of them is developed during the rest of the work. I wanted to implement this technique in a small network property of the RUS department of the University of Stuttgart. The implementation, the problems found and additional information can be found in this report. Later the tests and results applied make us think if the behaviour is correct or not. The discussion and the ideas obtained can be found at the end of the report, where is possible to find also the advices for future developers. This report has been designed as a guide for developers which lend them to avoid too much time in understanding the present algorithm. The aid of this work is to be considered as a helper reference to people who wants to implement this kind of systems.
dc.format.mimetype application/pdf
dc.language.iso eng
dc.rights Atribución-NoComercial-SinDerivadas 3.0 España
dc.subject.other Anomaly detection systems
dc.subject.other IP networks
dc.subject.other Communication networks
dc.subject.other Adaptive algorithms
dc.subject.other Sistemas de detección de anomalias
dc.subject.other Redes de comunicación
dc.subject.other Algoritmos adaptativos
dc.title Development of an adaptive learning network-failure detection system
dc.type masterThesis
dc.subject.eciencia Telecomunicaciones
dc.rights.accessRights openAccess Ingeniería de Telecomunicación
dc.contributor.departamento Universidad Carlos III de Madrid. Departamento de Ingeniería Telemática
dc.contributor.departamento University of Stuttgart
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