Design of multiple-level hybrid classifier for intrusion detection system

2005 IEEE Workshop on Machine Learning for Signal Processing

Volumn , Issue , 2005, Pages 117-122

  Xiang, C ^a   Lim, S M ^a  

^a NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER CRIME; COMPUTER NETWORKS; DATA MINING; LEARNING SYSTEMS; PATTERN RECOGNITION; TREES (MATHEMATICS);

HYBRID CLASSIFIER; INTRUSION DETECTION SYSTEM; TREE CLASSIFIERS;

SECURITY OF DATA;

EID: 33749058745     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/MLSP.2005.1532885     Document Type: Conference Paper

References (8)

1. W. Lee and S. J. Stolfo, "A Framework for Constructing Features and Models for Intrusion Detection Systems," ACM Transactions on Information and System Security, Vol. 3, No. 4, pp. 227-261, Nov., 2000.
2. J. R. Quinlan, C4.5: Programs for Machine Learning, Morgan Kauffman, 1993.
3. C. Xiang, M.Y. Chong and H.L. Zhu, "Design of Multiple-level Tree Classifiers for Intrusion Detection System," In Proceedings of the 2004 IEEE Conference on Cybernetics and Intelligent Systems, December, Singapore, pp. 872-877, 2004.
4. P. Cheeseman, J. Kelly, M. Self, J. Stutz, W. Taylor, and D. Freeman. AutoClass: a Bayesian classification system. In Proceedings of the Fifth International Conference on Machine Learning, 1988.
5. Lippmann R.P., Fried D.J., Graf I., Haines J.W., Kendall K.R., McClung D., Weber D., Webster S.E., Wyschogrod p., Cunningham R.K., and Zissman M.A., Evaluating Intrusion Detection Systems: The 1998 DARPA Off-Line Intrusion Detection Evaluation, in Proceedings of the 2000 DARPA Information Survivability Conference and Exposition (DISCEX), Vol. 2, 12-26, 2000, IEEE Computer Society Press: Los Alamitos, CA.
6. KDD Cup 1999 Data, Information and Computer Science, University of California, Irvine. http://kdd.ics.uci.edu/databases/kddcup99/kddcup99. html
7. Weka 3: Data Mining Software in Java, University of Waikato, New Zealand. http://www.cs.waikato.ac.nz/~ml/weka/
8. AutoClass C-General Information: http://ic.arc.nasa.gov/ic/projects/bavesgroup/AutoClass/AutoClass-c-program.html