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2016. Новата идея в образованието. Том 2 >

Please use this identifier to cite or link to this item: http://research.bfu.bg:8080/jspui/handle/123456789/915

Title: ПРИЛОЖЕНИЕ НА ДЪРВО НА РЕШЕНИЯТА В СИСТЕМИТЕ ЗА ОТКРИВАНЕ НА НАРУШЕНИЯ
Other Titles: DECISION TREE APPLICATION TO INTRUSION DETECTION SYSTEMS
Authors: Жечева, Веселина
Николова, Евгения
Keywords: Intrusion detection systems (IDS)
anomaly-based IDS
C4.5 algorithm
cluster analysis
decision tree
Issue Date: 14-Sep-2017
Abstract: The purpose of the intrusion detection systems (IDS) is to reveal any violence of the organizations’ security policy – unauthorized access from outsiders, rising privileges of authorized users, violation of the confidentiality and/or integrity of system resources. The present paper presents an examination of the current IDS, based on the anomalies (behavioral analysis), where C4.5 algorithm is applied in a host-based scenario in order to describe the normal user activity, using decision tree. As a second step, a cluster analysis has been applied with purpose to classify current user activity as normal or malicious. With purpose of approving the proposed methodology, a number of simulation experiments have been applied and the obtained results have been analyzed
URI: http://research.bfu.bg:8080/jspui/handle/123456789/915
ISBN: 978-619-7126-28-0
Appears in Collections:2016. Новата идея в образованието. Том 2

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