Web Prediction Using Online Support Vector Machine

Hong Kong, China November 14-November 16

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http://doi.ieeecomputersociety.org/10.1109/ICTAI.2005.128

17th IEEE International Conference on ...

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	Zhili Zhang, Changgeng Guo, Shu Yu, De Yu Qi, Songqian Long, "Web Prediction Using Online Support Vector Machine," Tools with Artificial Intelligence, IEEE International Conference on, pp. 451-456, 17th IEEE International Conference on Tools with Artificial Intelligence (ICTAI'05), 2005.

	BibTex	x
	@article{ 10.1109/ICTAI.2005.128, author = {Zhili Zhang and Changgeng Guo and Shu Yu and De Yu Qi and Songqian Long}, title = {Web Prediction Using Online Support Vector Machine}, journal ={Tools with Artificial Intelligence, IEEE International Conference on}, volume = {0}, year = {2005}, issn = {1082-3409}, pages = {451-456}, doi = {http://doi.ieeecomputersociety.org/10.1109/ICTAI.2005.128}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, }

	RefWorks Procite/RefMan/Endnote	x
	TY - CONF JO - Tools with Artificial Intelligence, IEEE International Conference on TI - Web Prediction Using Online Support Vector Machine SN - 1082-3409 SP451 EP456 A1 - Zhili Zhang, A1 - Changgeng Guo, A1 - Shu Yu, A1 - De Yu Qi, A1 - Songqian Long, PY - 2005 KW - Web prediction KW - support vector machine KW - online learning KW - multi-class VL - 0 JA - Tools with Artificial Intelligence, IEEE International Conference on ER -

Zhili Zhang, South China University of Technology and Xuchang University

Changgeng Guo, Xuchang Vocational and Technical College

Shu Yu, South China University of Technology

De Yu Qi, South China University of Technology

Songqian Long, South China University of Technology

In this paper, a SVM-based online learning algorithm is proposed and applied to the problem of web prediction. A method to construct an Online LS-SVM multi-class Learning Model has been presented. This method is able to capture the inherent sequentiality of web visits and successfully predict the future accesses. The experimental results show the effective performance of our method.

Index Terms:

Web prediction, support vector machine, online learning, multi-class

Citation:

Zhili Zhang, Changgeng Guo, Shu Yu, De Yu Qi, Songqian Long, "Web Prediction Using Online Support Vector Machine," ictai, pp.451-456, 17th IEEE International Conference on Tools with Artificial Intelligence (ICTAI'05), 2005

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