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PAM
2005
Springer
15 years 3 months ago
Self-Learning IP Traffic Classification Based on Statistical Flow Characteristics
A number of key areas in IP network engineering, management and surveillance greatly benefit from the ability to dynamically identify traffic flows according to the applications re...
Sebastian Zander, Thuy T. T. Nguyen, Grenville J. ...
CCR
2006
114views more  CCR 2006»
14 years 9 months ago
A preliminary performance comparison of five machine learning algorithms for practical IP traffic flow classification
The identification of network applications through observation of associated packet traffic flows is vital to the areas of network management and surveillance. Currently popular m...
Nigel Williams, Sebastian Zander, Grenville J. Arm...
ICC
2009
IEEE
113views Communications» more  ICC 2009»
14 years 7 months ago
Using GMM and SVM-Based Techniques for the Classification of SSH-Encrypted Traffic
When employing cryptographic tunnels such as the ones provided by Secure Shell (SSH) to protect their privacy on the Internet, users expect two forms of protection. First, they aim...
Maurizio Dusi, Alice Este, Francesco Gringoli, Luc...
IEEEARES
2008
IEEE
15 years 3 months ago
A Preliminary Investigation of Skype Traffic Classification Using a Minimalist Feature Set
In this work, AdaBoost and C4.5, are employed for classifying Skype direct (UDP and TCP) communications from traffic log files. Pre-processing is applied to the traffic data to ex...
Duffy Angevine, A. Nur Zincir-Heywood
ICITA
2005
IEEE
15 years 3 months ago
A Multimedia Traffic Classification Scheme for Intrusion Detection Systems
Intrusion Detection Systems (IDS) have become widely used tools for ensuring system and network security. Among many other challenges, contemporary IDS have to cope with increasin...
Oge Marques, Pierre Baillargeon