IEEE - Institute of Electrical and Electronics Engineers, Inc. - Accelerating the SVM Learning for Very Large Data Sets

2006 18th International Conference on Pattern Recognition

Author(s): E. Sung ; Zhu Yan ; Li Xuchun
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: 2
Page(s): 484 - 489
ISBN (Paper): 0-7695-2521-0
ISSN (Paper): 1051-4651
DOI: 10.1109/ICPR.2006.201
Regular:

We propose an original sequential learning algorithm, SBA that enables the SVM to efficiently learn from only a small subset of the input data set. The principle is based on sequentially adding... View More

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