Ensemble of one-class classifiers for network intrusion detection system

• Main Authors: Zainal, Anazida, Maarof, Mohd. Aizaini, Shamsuddin, Siti Mariyam, Abraham, Ajith
• Format: Book Section
• Published: Institute of Electrical and Electronics Engineers 2008
• Subjects: QA75 Electronic computers. Computer science
• Online Access: http://eprints.utm.my/id/eprint/12556/; http://dx.doi.org/10.1109/IAS.2008.35

To achieve high accuracy while lowering false alarm rates are major challenges in designing an intrusion detection system. In addressing this issue, this paper proposes an ensemble of one-class classifiers where each uses different learning paradigms. The techniques deployed in this ensemble model a...