IEEE - Institute of Electrical and Electronics Engineers, Inc. - Scalable non-linear Support Vector Machine using hierarchical clustering

2006 18th International Conference on Pattern Recognition

Author(s): S. Asharaf ; S.K. Shevade ; M.N. Murty
Sponsor(s): IEEE CPS
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 January 2006
Conference Location: Hong Kong, China
Conference Date: 20 August 2006
Volume: 1
Page(s): 908 - 911
ISBN (Paper): 0-7695-2521-0
ISSN (Paper): 1051-4651
DOI: 10.1109/ICPR.2006.1022
Regular:

This paper discusses a method for scaling SVM with Gaussian kernel function to handle large data sets by using a selective sampling strategy for the training set. It employs a scalable... View More

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