Using Neural Networks to Classify Internet Users

Lisbon, Portugal July 17-July 22

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http://doi.ieeecomputersociety.org/10.1109/AICT.2005.93

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	ASCII Text	x
	António Nogueira, M. Rosário de Oliveira, Paulo Salvador, Rui Valadas, António Pacheco, "Using Neural Networks to Classify Internet Users," Advanced Industrial Conference on Telecommunications/Service Assurance with Partial and Intermittent Resources Conference/E-Learning on Telecommunications Workshop, pp. 183-188, Advanced Industrial Conference on Telecommunications/Service Assurance with Partial and Intermittent Resources Conference/E-Learning on Telecommunications Workshop (AICT/SAPIR/ELETE'05), 2005.

	BibTex	x
	@article{ 10.1109/AICT.2005.93, author = {António Nogueira and M. Rosário de Oliveira and Paulo Salvador and Rui Valadas and António Pacheco}, title = {Using Neural Networks to Classify Internet Users}, journal ={Advanced Industrial Conference on Telecommunications/Service Assurance with Partial and Intermittent Resources Conference/E-Learning on Telecommunications Workshop}, volume = {0}, year = {2005}, isbn = {0-7695-2388-9}, pages = {183-188}, doi = {http://doi.ieeecomputersociety.org/10.1109/AICT.2005.93}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, }

	RefWorks Procite/RefMan/Endnote	x
	TY - CONF JO - Advanced Industrial Conference on Telecommunications/Service Assurance with Partial and Intermittent Resources Conference/E-Learning on Telecommunications Workshop TI - Using Neural Networks to Classify Internet Users SN - 0-7695-2388-9 SP183 EP188 A1 - António Nogueira, A1 - M. Rosário de Oliveira, A1 - Paulo Salvador, A1 - Rui Valadas, A1 - António Pacheco, PY - 2005 KW - Internet traffic characterization KW - Traffic measurements KW - Cluster analysis KW - Neural networks VL - 0 JA - Advanced Industrial Conference on Telecommunications/Service Assurance with Partial and Intermittent Resources Conference/E-Learning on Telecommunications Workshop ER -

António Nogueira, University of Aveiro

M. Rosário de Oliveira, Instituto Superior Técnico

Paulo Salvador, University of Aveiro

Rui Valadas, University of Aveiro

António Pacheco, Instituto Superior Técnico

Traffic engineering and network management can greatly benefit from a reliable classification of Internet users. This paper evaluates the potential of different artificial Neural Network models for classifying Internet users based on their hourly traffic profile. The training of the neural networks and the evaluation of their performance rely on a previous classification of the Internet users obtained through Cluster analysis. The results obtained for two data sets measured at the access network of a Portuguese ISP indicate that neural networks constitute a valuable tool for classifying Internet users.

Index Terms:

Internet traffic characterization, Traffic measurements, Cluster analysis, Neural networks

Citation:

António Nogueira, M. Rosário de Oliveira, Paulo Salvador, Rui Valadas, António Pacheco, "Using Neural Networks to Classify Internet Users," aict-sapir-elete, pp.183-188, Advanced Industrial Conference on Telecommunications/Service Assurance with Partial and Intermittent Resources Conference/E-Learning on Telecommunications Workshop (AICT/SAPIR/ELETE'05), 2005

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