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Hybrid Modified K-Means with C4.5 for Intrusion Detection Systems in Multiagent Systems
Joint Authors
Laftah Al-Yaseen, Wathiq
Ali Othman, Zulaiha
Ahmad Nazri, Mohd Zakree
Source
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-14, 14 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-06-15
Country of Publication
Egypt
No. of Pages
14
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
Presently, the processing time and performance of intrusion detection systems are of great importance due to the increased speed of traffic data networks and a growing number of attacks on networks and computers.
Several approaches have been proposed to address this issue, including hybridizing with several algorithms.
However, this paper aims at proposing a hybrid of modified K-means with C4.5 intrusion detection system in a multiagent system (MAS-IDS).
The MAS-IDS consists of three agents, namely, coordinator, analysis, and communication agent.
The basic concept underpinning the utilized MAS is dividing the large captured network dataset into a number of subsets and distributing these to a number of agents depending on the data network size and core CPU availability.
KDD Cup 1999 dataset is used for evaluation.
The proposed hybrid modified K-means with C4.5 classification in MAS is developed in JADE platform.
The results show that compared to the current methods, the MAS-IDS reduces the IDS processing time by up to 70%, while improving the detection accuracy.
American Psychological Association (APA)
Laftah Al-Yaseen, Wathiq& Ali Othman, Zulaiha& Ahmad Nazri, Mohd Zakree. 2015. Hybrid Modified K-Means with C4.5 for Intrusion Detection Systems in Multiagent Systems. The Scientific World Journal،Vol. 2015, no. 2015, pp.1-14.
https://search.emarefa.net/detail/BIM-1078641
Modern Language Association (MLA)
Laftah Al-Yaseen, Wathiq…[et al.]. Hybrid Modified K-Means with C4.5 for Intrusion Detection Systems in Multiagent Systems. The Scientific World Journal No. 2015 (2015), pp.1-14.
https://search.emarefa.net/detail/BIM-1078641
American Medical Association (AMA)
Laftah Al-Yaseen, Wathiq& Ali Othman, Zulaiha& Ahmad Nazri, Mohd Zakree. Hybrid Modified K-Means with C4.5 for Intrusion Detection Systems in Multiagent Systems. The Scientific World Journal. 2015. Vol. 2015, no. 2015, pp.1-14.
https://search.emarefa.net/detail/BIM-1078641
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1078641