One of the key factors to bring success to machine learning (ml) based systems in the operational environments is trying to understand the domain-specific data better a considerable portion of the literature in ml applied to intrusion detection uses outdated data sets based on a simulated network with a. In this introductory chapter, we describe intrusion detection systems (ids) and some common approaches to build an ids in section 11 the problem statement and the the- sis contributions are described in section 12, which is followed by the description of the organization of the thesis in section 13 11 intrusion detection. Niemelä, antti: traffic analysis for intrusion detection in telecommunications networks master of science thesis, 67 pages, 9 appendix pages 03 2011 major: communication networks and protocols examiners: professor jarmo harju and senior researcher marko helenius keywords: anomaly detection, intrusion. Heuristics for improved enterprise intrusion detection a dissertation presented to the faculty of engineering and computer science university of denver in partial fulfillment of the requirements for the degree doctor of philosophy by james j treinen june 2009 advisor: ramakrishna thurimella. The structure of the computer network in order to generate network features a design proposal for such a system is documented in this thesis together with an implementation of an unsupervised intrusion detection system keywords: intrusion detection system, neural network, unsupervised learn- ing algorithm, pcap.
Die vorliegende dissertation beschiaftigt sich mit der liosung von drei wichtigen problemen heutiger intrusion detection und response systeme 1 intrusion detection systeme miussen die beobachteten aktionen mit einer sehr ho- hen geschwindigkeit verarbeiten, um alle attacken gegen ein system erkennen zu kionnen. Machine learning for network based intrusion detection an investigation into discrepancies in findings with the kdd cup '99 data set and multi-objective evolution of neural network classifier ensembles for imbalanced data vegard engen june 2010 a thesis submitted in partial fulfilment of the. Intrusion detection and response for system and network attacks by fred philip stanley a thesis submitted to the graduate faculty in partial fulfillment of the requirements for the degree of master of science major: computer science program of study committee: johnny wong, major professor samik basu.
Network intrusion prevention systems: signature-based and anomaly detection thesis for the degree of doctor of philosophy by shimrit tzur-david submitted to the senate of the hebrew university of jerusalem april 2011. Masaryk university faculty of informatics on intrusion detection in wireless sensor networks this thesis is submitted for the degree of doctor of philosophy andriy stetsko brno, 2012.
Within computer security, intrusion detection systems (idss) are the subject of extensive and varying research distributed idss have additional research problems this thesis contributes a way of using compilation of a multi-layered language to simultaneously solve multiple issues confronting distributed idss the target of. We use uml as a tool to design the system, which helps in reducing the design complexity keywords intrusion detection system, grid computing, cloud computing, iaas, saas language x english other (specify below) number of pages 69 type of publication licentiate thesis x degree thesis thesis.
This thesis aims to implement anomaly detection using machine learning techniques the algorithms used are k-nn and svm and the implementation is done by using a data set to train and test the two algorithms the data set used in this thesis is the improved version of the kdd cup99 data set, named. Architecture support for intrusion detection systems a thesis submitted for the degree of doctor of philosophy by govind sreekar shenoy advisers antonio gonzález jordi tubella murgadas upc department d'arquitectura de computadors universitat polit`ecnica de catalunya barcelona – 08034 july 2012. However, existing intrusion detection techniques will be likely to face challenges when deployed on the cloud platform the pre-determined ids architecture may lead to overloading of a part of the cloud due to the extra detection overhead this thesis proposes a neural network based ids, which is a distributed system with.
University of the aegean doctoral thesis anomaly-based intrusion detection and prevention systems for mobile devices: design and development author: dimitrios damopoulos supervisor: assist prof georgios kambourakis a thesis submitted in fulfilment of the requirements for the degree of doctor of philosophy. An evaluation of machine learning techniques in intrusion detection by christina lee thesis submitted to the faculty of the graduate school of vanderbilt university in partial fulfillment of the requirements for the degree of master of science in computer science may, 2007 nashville, tennessee. Analysis and evaluation of network intrusion detection methods to uncover data theft a thesis submitted in partial fulfilment of the requirements of napier university for the degree of master of science in advanced networking in the faculty of engineering, computing & creative industries.