Dynamic intrusion detection method for mobile ad hoc network using CPDOD algorithm
Abstract Mobile Ad hoc networks (MANETs) are susceptible to several types of attacks due to their open medium, lack of centralized monitoring and management point, dynamic topology and other features. Many of the intrusion detection techniques developed on wired networks cannot be directly applied...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Foundation of Computer Science
2010
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| Online Access: | https://repo.uum.edu.my/id/eprint/2846/1/SPE48T_Farhan_Abdel-Fatah.pdf |
| _version_ | 1825740043743920128 |
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| author | Abdel-Fatah, Farhan Md Dahalin, Zulkhairi Jusoh, Shaidah |
| author_facet | Abdel-Fatah, Farhan Md Dahalin, Zulkhairi Jusoh, Shaidah |
| author_sort | Abdel-Fatah, Farhan |
| collection | UUM |
| description | Abstract Mobile Ad hoc networks (MANETs) are susceptible to
several types of attacks due to their open medium, lack of
centralized monitoring and management point, dynamic topology and other features. Many of the intrusion detection techniques developed on wired networks cannot be directly applied to MANET due to special characteristics of the networks. However,all such intrusion detection techniques suffer from performance penalties and high false alarm rates. In this paper, we propose a novel intrusion detection method by combining two anomaly methods Conformal Predictor k-nearest neighbor and Distancebased Outlier Detection (CPDOD) algorithm. A series of experimental results demonstrate that the proposed method can effectively detect anomalies with low false positive rate, high detection rate and achieve higher detection accuracy. |
| first_indexed | 2024-07-04T05:20:15Z |
| format | Article |
| id | uum-2846 |
| institution | Universiti Utara Malaysia |
| language | English |
| last_indexed | 2024-07-04T05:20:15Z |
| publishDate | 2010 |
| publisher | Foundation of Computer Science |
| record_format | eprints |
| spelling | uum-28462011-05-12T04:24:13Z https://repo.uum.edu.my/id/eprint/2846/ Dynamic intrusion detection method for mobile ad hoc network using CPDOD algorithm Abdel-Fatah, Farhan Md Dahalin, Zulkhairi Jusoh, Shaidah TK Electrical engineering. Electronics Nuclear engineering Abstract Mobile Ad hoc networks (MANETs) are susceptible to several types of attacks due to their open medium, lack of centralized monitoring and management point, dynamic topology and other features. Many of the intrusion detection techniques developed on wired networks cannot be directly applied to MANET due to special characteristics of the networks. However,all such intrusion detection techniques suffer from performance penalties and high false alarm rates. In this paper, we propose a novel intrusion detection method by combining two anomaly methods Conformal Predictor k-nearest neighbor and Distancebased Outlier Detection (CPDOD) algorithm. A series of experimental results demonstrate that the proposed method can effectively detect anomalies with low false positive rate, high detection rate and achieve higher detection accuracy. Foundation of Computer Science 2010 Article PeerReviewed application/pdf en https://repo.uum.edu.my/id/eprint/2846/1/SPE48T_Farhan_Abdel-Fatah.pdf Abdel-Fatah, Farhan and Md Dahalin, Zulkhairi and Jusoh, Shaidah (2010) Dynamic intrusion detection method for mobile ad hoc network using CPDOD algorithm. IJCA Special Issue on MANETs . pp. 22-29. ISSN 0975-8887 http://www.ijcaonline.org/manets/number1/SPE48T.pdf |
| spellingShingle | TK Electrical engineering. Electronics Nuclear engineering Abdel-Fatah, Farhan Md Dahalin, Zulkhairi Jusoh, Shaidah Dynamic intrusion detection method for mobile ad hoc network using CPDOD algorithm |
| title | Dynamic intrusion detection method for mobile ad hoc network using CPDOD algorithm |
| title_full | Dynamic intrusion detection method for mobile ad hoc network using CPDOD algorithm |
| title_fullStr | Dynamic intrusion detection method for mobile ad hoc network using CPDOD algorithm |
| title_full_unstemmed | Dynamic intrusion detection method for mobile ad hoc network using CPDOD algorithm |
| title_short | Dynamic intrusion detection method for mobile ad hoc network using CPDOD algorithm |
| title_sort | dynamic intrusion detection method for mobile ad hoc network using cpdod algorithm |
| topic | TK Electrical engineering. Electronics Nuclear engineering |
| url | https://repo.uum.edu.my/id/eprint/2846/1/SPE48T_Farhan_Abdel-Fatah.pdf |
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