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PST
2008
13 years 6 months ago
Investigating Two Different Approaches for Encrypted Traffic Classification
The basic objective of this work is to compare the utility of an expert driven system and a data driven system for classifying encrypted network traffic, specifically SSH traffic ...
Riyad Alshammari, A. Nur Zincir-Heywood
CNSM
2010
13 years 3 months ago
An investigation on the identification of VoIP traffic: Case study on Gtalk and Skype
The classification of encrypted traffic on the fly from network traces represents a particularly challenging application domain. Recent advances in machine learning provide the opp...
Riyad Alshammari, A. Nur Zincir-Heywood
JUCS
2008
160views more  JUCS 2008»
13 years 5 months ago
Automatic Construction of Fuzzy Rule Bases: a further Investigation into two Alternative Inductive Approaches
: The definition of the Fuzzy Rule Base is one of the most important and difficult tasks when designing Fuzzy Systems. This paper discusses the results of two different hybrid meth...
Marcos Evandro Cintra, Heloisa de Arruda Camargo, ...
JMLR
2006
113views more  JMLR 2006»
13 years 5 months ago
On Inferring Application Protocol Behaviors in Encrypted Network Traffic
Several fundamental security mechanisms for restricting access to network resources rely on the ability of a reference monitor to inspect the contents of traffic as it traverses t...
Charles V. Wright, Fabian Monrose, Gerald M. Masso...
LCN
2005
IEEE
13 years 11 months ago
Automated Traffic Classification and Application Identification using Machine Learning
The dynamic classification and identification of network applications responsible for network traffic flows offers substantial benefits to a number of key areas in IP network engi...
Sebastian Zander, Thuy T. T. Nguyen, Grenville J. ...