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A streaming flow-based technique for traffic classification applied to 12+1 years of Internet traffic

Autor
Carela, V.; Barlet, P.; Bifet, A.C.; Fukuda, K.
Tipus d'activitat
Article en revista
Revista
Telecommunication systems
Data de publicació
2016-10-01
Volum
63
Número
2
Pàgina inicial
191
Pàgina final
204
DOI
https://doi.org/10.1007/s11235-015-0114-6 Obrir en finestra nova
Repositori
http://hdl.handle.net/2117/90717 Obrir en finestra nova
URL
http://link.springer.com/article/10.1007%2Fs11235-015-0114-6 Obrir en finestra nova
Resum
The continuous evolution of Internet traffic and its applications makes the classification of network traffic a topic far from being completely solved. An essential problem in this field is that most of proposed techniques in the literature are based on a static view of the network traffic (i.e., they build a model or a set of patterns from a static, invariable dataset). However, very little work has addressed the practical limitations that arise when facing a more realistic scenario with an inf...
Citació
Carela, V., Barlet, P., Bifet, A.C., Fukuda, K. A streaming flow-based technique for traffic classification applied to 12 + 1 years of Internet traffic. "Telecommunication systems", Octubre 2016, vol. 63, núm. 2, p. 191-204.
Paraules clau
Hoeffding adaptive tree, Machine learning, Network monitoring, Stream classification, Traffic classification
Grup de recerca
CBA - Sistemes de Comunicacions i Arquitectures de Banda Ampla
LARCA - Laboratori d'Algorísmia Relacional, Complexitat i Aprenentatge

Participants

  • Carela Español, Valentin  (autor)
  • Barlet Ros, Pere  (autor)
  • Bifet Figuerol, Albert Carles  (autor)
  • Fukuda, Kensuke  (autor)

Arxius