Pairwise clusters optimization and cluster most significant feature methods for anomaly-based network intrusion detection system (POC2MSF) / Gervais Hatungimana

• Main Author: Hatungimana, Gervais
• Format: Article
• Language: English
• Published: Universiti Teknologi MARA Press (Penerbit UiTM) 2018
• Subjects: Analysis; Analytical methods used in the solution of physical problems; Neural networks (Computer science)
• Online Access: http://ir.uitm.edu.my/id/eprint/43252/1/43252.pdf; http://ir.uitm.edu.my/id/eprint/43252/; https://mjoc.uitm.edu.my
• Institution: Universiti Teknologi Mara

Anomaly-based Intrusion Detection System (IDS) uses known baseline to detect patterns which have deviated from normal behaviour. If the baseline is faulty, the IDS performance degrades. Most of researches in IDS which use k-centroids-based clustering methods like K-means, K-medoids, Fuzzy, Hierarchi...