Title :
An intelligent system for intrusion detection using outlier detection
Author :
Ganapathy, S. ; Jaisankar, N. ; Yogesh, P. ; Kannan, A.
Author_Institution :
Dept. of Inf. Sci. & Technol., Anna Univ., Chennai, India
Abstract :
Recently, many Intrusion Detection Systems (IDS) have been proposed to detect and report about malicious nodes in Mobile Ad Hoc Networks (MANETs) by using various outlier detection algorithms. All these algorithms have limitations in terms of accuracy and speed. In this paper, we propose a new outlier detection algorithm called Weighted Distance Based Outlier Detection (WDBOD) algorithm to detect the intruders in wireless environment. The experimental results show that the proposed algorithm improves the detection accuracy and reduces the false alarm rate.
Keywords :
computer network security; mobile ad hoc networks; mobile computing; MANET; intelligent system; malicious nodes; mobile ad hoc networks; outlier detection algorithms; weighted distance based outlier detection algorithm; wireless environment; Accuracy; Ad hoc networks; Detection algorithms; Intrusion detection; Mobile communication; Mobile computing; Support vector machines; Intrusion Detection System (IDS); Mobile Ad-hoc Networks (MANET); Weighted Distance Based Outlier Detection (WDBOD);
Conference_Titel :
Recent Trends in Information Technology (ICRTIT), 2011 International Conference on
Conference_Location :
Chennai, Tamil Nadu
Print_ISBN :
978-1-4577-0588-5
DOI :
10.1109/ICRTIT.2011.5972372