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• W2068754024 abstract "The ability to accurately classify and identify the network traffic associated with different applications is a central issue for many network operation and research topics including Quality of Service enforcement, traffic engineering, security, monitoring and intrusion-detection. However, traditional classification approaches for traffic to higher-level application mapping, such as those based on port or payload analysis, are highly inaccurate for many emerging applications and hence useless in actual networks. This paper presents a recurrence plot-based traffic classification approach based on the analysis of non-stationary “hidden” transition patterns of IP traffic flows. Such nonlinear properties cannot be affected by payload encryption or dynamic port change and hence cannot be easily masqueraded. In performing a quantitative assessment of the above transition patterns, we used recurrence quantification analysis, a nonlinear technique widely used in many fields of science to discover the time correlations and the hidden dynamics of statistical time series. Our model proved to be effective for providing a deterministic interpretation of recurrence patterns derived by complex protocol dynamics in end-to-end traffic flows, and hence for developing qualitative and quantitative observations that can be reliably used in traffic classification." @default.
• W2068754024 created "2016-06-24" @default.
• W2068754024 creator A5039135286 @default.
• W2068754024 creator A5065688162 @default.
• W2068754024 date "2009-04-01" @default.
• W2068754024 modified "2023-10-16" @default.
• W2068754024 title "A nonlinear, recurrence-based approach to traffic classification" @default.
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• W2068754024 doi "https://doi.org/10.1016/j.comnet.2008.12.015" @default.
• W2068754024 hasPublicationYear "2009" @default.
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