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Research interests
My research interests are focused on the identification of applications in network traffic. My key research area is the study of the application classification of network traffic using machine learning techniques. I am also very interested in the impact of NetFlow and sampling in this classification.
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Publications
Valentín Carela-Español, Pere Barlet-Ros, Albert Cabellos-Aparicio, and Josep Solé-Pareta: "Analysis of the impact of sampling on NetFlow traffic classification", Computer Networks 55 (2011), pp. 1083-1099. [pdf] [doi] Valentín Carela-Español, Pere Barlet-Ros, Marc Solé-Simó, Alberto Dainotti, Walter de Donato and Antonio Pesacapé: "K-dimensional trees for continuous traffic classification", In Proc. of Second International Workshop on Traffic Monitoring and Analysis, Zurich, Switzerland, April 2010. [pdf] Pere Barlet-Ros, Valentín Carela-Español, Josep Solé-Pareta: "Identification of Network Applications based on Machine Learning Techniques", TERENA Networking Conference, Brugge, Belgium, May 2008. [pdf] |