Intrusion detection system with data mining approach: a review

Despite of growing information technology widely, security has remained one challenging area for computers and networks. Recently many researchers have focused on intrusion detection system based on data mining techniques as an efficient strategy. The main problem in intrusion detection system is a...

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Main Authors: Khalilian, Majdid, Mustapha, Norwati, Sulaiman, Md. Nasir, Mamat, Ali
Format: Article
Language:English
Published: Global Journals 2011
Online Access:http://psasir.upm.edu.my/id/eprint/18586/1/Intrusion%20detection%20system%20with%20data%20mining%20approach.pdf
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author Khalilian, Majdid
Mustapha, Norwati
Sulaiman, Md. Nasir
Mamat, Ali
author_facet Khalilian, Majdid
Mustapha, Norwati
Sulaiman, Md. Nasir
Mamat, Ali
author_sort Khalilian, Majdid
collection UPM
description Despite of growing information technology widely, security has remained one challenging area for computers and networks. Recently many researchers have focused on intrusion detection system based on data mining techniques as an efficient strategy. The main problem in intrusion detection system is accuracy to detect new attacks therefore unsupervised methods should be applied. On the other hand, intrusion in system must be recognized in realtime, although, intrusion detection system is also helpful in off-line status for removing weaknesses of network’s security. However, data mining techniques can lead us to discover hidden information from network’s log data. In this survey, we try to clarify: first,the different problem definitions with regard to network intrusion detection generally; second, the specific difficulties encountered in this field of research; third, the varying assumptions, heuristics, and intuitions forming the basis of erent approaches; and how several prominent solutions tackle different problems.
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spelling upm.eprints-185862016-05-12T09:04:04Z http://psasir.upm.edu.my/id/eprint/18586/ Intrusion detection system with data mining approach: a review Khalilian, Majdid Mustapha, Norwati Sulaiman, Md. Nasir Mamat, Ali Despite of growing information technology widely, security has remained one challenging area for computers and networks. Recently many researchers have focused on intrusion detection system based on data mining techniques as an efficient strategy. The main problem in intrusion detection system is accuracy to detect new attacks therefore unsupervised methods should be applied. On the other hand, intrusion in system must be recognized in realtime, although, intrusion detection system is also helpful in off-line status for removing weaknesses of network’s security. However, data mining techniques can lead us to discover hidden information from network’s log data. In this survey, we try to clarify: first,the different problem definitions with regard to network intrusion detection generally; second, the specific difficulties encountered in this field of research; third, the varying assumptions, heuristics, and intuitions forming the basis of erent approaches; and how several prominent solutions tackle different problems. Global Journals 2011-04 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/18586/1/Intrusion%20detection%20system%20with%20data%20mining%20approach.pdf Khalilian, Majdid and Mustapha, Norwati and Sulaiman, Md. Nasir and Mamat, Ali (2011) Intrusion detection system with data mining approach: a review. Global Journal of Computer Science and Technology, 11 (5 ver.1). pp. 29-34. ISSN 0975-4350; ESSN: 0975-4172 http://computerresearch.org/index.php/computer/article/view/714
spellingShingle Khalilian, Majdid
Mustapha, Norwati
Sulaiman, Md. Nasir
Mamat, Ali
Intrusion detection system with data mining approach: a review
title Intrusion detection system with data mining approach: a review
title_full Intrusion detection system with data mining approach: a review
title_fullStr Intrusion detection system with data mining approach: a review
title_full_unstemmed Intrusion detection system with data mining approach: a review
title_short Intrusion detection system with data mining approach: a review
title_sort intrusion detection system with data mining approach a review
url http://psasir.upm.edu.my/id/eprint/18586/1/Intrusion%20detection%20system%20with%20data%20mining%20approach.pdf
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