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71
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IJON
2010
107views more  IJON 2010»
14 years 10 months ago
Multiclass support vector classification via coding and regression
Pei-Chun Chen, Kuang-Yao Lee, Tsung-Ju Lee, Yuh-Jy...
120
Voted
PRL
2008
133views more  PRL 2008»
15 years 1 months ago
Better multiclass classification via a margin-optimized single binary problem
We develop a new multiclass classification method that reduces the multiclass problem to a single binary classifier (SBC). Our method constructs the binary problem by embedding sm...
Ran El-Yaniv, Dmitry Pechyony, Elad Yom-Tov
114
Voted
ICML
2010
IEEE
15 years 2 months ago
One-sided Support Vector Regression for Multiclass Cost-sensitive Classification
We propose a novel approach that reduces cost-sensitive classification to one-sided regression. The approach stores the cost information in the regression labels and encodes the m...
Han-Hsing Tu, Hsuan-Tien Lin
142
Voted
NIPS
2001
15 years 2 months ago
Kernel Logistic Regression and the Import Vector Machine
The support vector machine (SVM) is known for its good performance in binary classification, but its extension to multi-class classification is still an on-going research issue. I...
Ji Zhu, Trevor Hastie
95
Voted
IWANN
1999
Springer
15 years 5 months ago
Support Vector Machines for Multi-class Classification
Abstract: Support vector machines (SVMs) are primarily designed for 2-class classification problems. Although in several papers it is mentioned that the combination of K SVMs can b...
Eddy Mayoraz, Ethem Alpaydin