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Dynamic intrusion detection method for mobile ad hoc network using CPDOD algorithm


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

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Abstract

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.

Item Type: Article
Uncontrolled Keywords: MANET Intrusion detection, CPDOD, CP-KNN, Dynamic intrusion detection, Conformal Prediction
Subjects: T Technology > TK Electrical engineering. Electronics Nuclear engineering
Divisions: College of Arts and Sciences
Depositing User: Prof. Dr. Zulkhairi Md Dahalin
Date Deposited: 12 May 2011 04:08
Last Modified: 12 May 2011 04:24
URI: http://repo.uum.edu.my/id/eprint/2846

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