Detection of denial of service attacks against domain name system using neural networks
In this paper we introduce an intrusion detection system for Denial of Service (DoS) attacks against Domain Name System (DNS). Our system architecture consists of two most important parts: a statistical preprocessor and a neural network classifier. The preprocessor extracts required statistical feat...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Cornell University Library
2009
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| Online Access: | http://psasir.upm.edu.my/id/eprint/13930/ http://psasir.upm.edu.my/id/eprint/13930/1/Detection%20of%20denial%20of%20service%20attacks%20against%20domain%20name%20system%20using%20neural%20networks.pdf |
| _version_ | 1848842251984175104 |
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| author | Rastegari, Samaneh Saripan, M. Iqbal A. Rasid, Mohd Fadlee |
| author_facet | Rastegari, Samaneh Saripan, M. Iqbal A. Rasid, Mohd Fadlee |
| author_sort | Rastegari, Samaneh |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | In this paper we introduce an intrusion detection system for Denial of Service (DoS) attacks against Domain Name System (DNS). Our system architecture consists of two most important parts: a statistical preprocessor and a neural network classifier. The preprocessor extracts required statistical features in a shorttime frame from traffic received by the target name server. We compared three different neural networks for detecting and classifying different types of DoS attacks. The proposed system is evaluated in a simulated network and showed that the best performed neural network is a feed-forward backpropagation with an accuracy of 99%. |
| first_indexed | 2025-11-15T07:56:10Z |
| format | Article |
| id | upm-13930 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T07:56:10Z |
| publishDate | 2009 |
| publisher | Cornell University Library |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-139302015-11-02T23:22:40Z http://psasir.upm.edu.my/id/eprint/13930/ Detection of denial of service attacks against domain name system using neural networks Rastegari, Samaneh Saripan, M. Iqbal A. Rasid, Mohd Fadlee In this paper we introduce an intrusion detection system for Denial of Service (DoS) attacks against Domain Name System (DNS). Our system architecture consists of two most important parts: a statistical preprocessor and a neural network classifier. The preprocessor extracts required statistical features in a shorttime frame from traffic received by the target name server. We compared three different neural networks for detecting and classifying different types of DoS attacks. The proposed system is evaluated in a simulated network and showed that the best performed neural network is a feed-forward backpropagation with an accuracy of 99%. Cornell University Library 2009-11 Article NonPeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/13930/1/Detection%20of%20denial%20of%20service%20attacks%20against%20domain%20name%20system%20using%20neural%20networks.pdf Rastegari, Samaneh and Saripan, M. Iqbal and A. Rasid, Mohd Fadlee (2009) Detection of denial of service attacks against domain name system using neural networks. International Journal of Computer Science Issues, 6 (1). pp. 23-27. ISSN 1694-0814; ESSN: 1694-07 http://arxiv.org/abs/0912.1815 |
| spellingShingle | Rastegari, Samaneh Saripan, M. Iqbal A. Rasid, Mohd Fadlee Detection of denial of service attacks against domain name system using neural networks |
| title | Detection of denial of service attacks against domain name system using neural networks |
| title_full | Detection of denial of service attacks against domain name system using neural networks |
| title_fullStr | Detection of denial of service attacks against domain name system using neural networks |
| title_full_unstemmed | Detection of denial of service attacks against domain name system using neural networks |
| title_short | Detection of denial of service attacks against domain name system using neural networks |
| title_sort | detection of denial of service attacks against domain name system using neural networks |
| url | http://psasir.upm.edu.my/id/eprint/13930/ http://psasir.upm.edu.my/id/eprint/13930/ http://psasir.upm.edu.my/id/eprint/13930/1/Detection%20of%20denial%20of%20service%20attacks%20against%20domain%20name%20system%20using%20neural%20networks.pdf |