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18th International Conference on Pattern Recognition (ICPR'06) Volume 1
An Efficient SVM Classifier for Lopsided Corpora
Hong Kong
August 20-August 24
ISBN: 0-7695-2521-0
ASCII Text
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XianFei Zhang, BiCheng Li, Wang Shi, Luo Cheng, "An Efficient SVM Classifier for Lopsided Corpora," Pattern Recognition, International Conference on, vol. 1, pp. 1144-1147, 18th International Conference on Pattern Recognition (ICPR'06) Volume 1, 2006.
 
 
BibTex
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@article{ 10.1109/ICPR.2006.242,
author = {XianFei Zhang and BiCheng Li and Wang Shi and Luo Cheng},
title = {An Efficient SVM Classifier for Lopsided Corpora},
journal ={Pattern Recognition, International Conference on},
volume = {1},
year = {2006},
issn = {1051-4651},
pages = {1144-1147},
doi = {http://doi.ieeecomputersociety.org/10.1109/ICPR.2006.242},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - CONF
JO - Pattern Recognition, International Conference on
TI - An Efficient SVM Classifier for Lopsided Corpora
SN - 1051-4651
SP1144
EP1147
A1 - XianFei Zhang,
A1 - BiCheng Li,
A1 - Wang Shi,
A1 - Luo Cheng,
PY - 2006
KW - null
VL - 1
JA - Pattern Recognition, International Conference on
ER -
 
XianFei Zhang, Zhengzhou Information Science & Technology Institute, China
BiCheng Li, Zhengzhou Information Science & Technology Institute, China
Wang Shi, BeiJing the Second Foreign Language University, China
Luo Cheng, Zhengzhou Information Science & Technology Institute, China
This paper explores application of SVM to lopsidedcorpora in text categorization. By means of integrating kernel caching with shrinking policies effectively, an improved SVM training algorithm for weightcalculation formula is proposed under the decomposition framework. Extensive experiments on lopsided-corpora have been conducted. The conclusion can make it possible to apply the improved SVM training algorithm to lopsided corpora in text categorization.
Citation:
XianFei Zhang, BiCheng Li, Wang Shi, Luo Cheng, "An Efficient SVM Classifier for Lopsided Corpora," icpr, vol. 1, pp.1144-1147, 18th International Conference on Pattern Recognition (ICPR'06) Volume 1, 2006
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