Retraining mechanism for on-line peer-to-peer traffic classification

• Main Authors: Zarei, R., Monemi, A., Marsono, M. N.
• Format: Conference or Workshop Item
• Published: 2013
• Subjects: TK Electrical engineering. Electronics Nuclear engineering
• Online Access: http://eprints.utm.my/id/eprint/51284/; http://dx.doi.org/10.1007/978-3-642-32063-7_40
• Institution: Universiti Teknologi Malaysia

Peer-to-Peer (P2P) detection using machine learning (ML) classification is affected by its training quality and recency. In this paper, a practical retraining mechanism is proposed to retrain an on-line P2P ML classifier with the changes in network traffic behavior. This mechanism evaluates the accu...