13 search results - page 1 / 3 » Exact Passive-Aggressive Algorithm for Multiclass Classifica... |
90
Voted
SDM
2010
SIAM
15 years 1 months ago
2010
SIAM
The Passive Aggressive framework [1] is a principled approach to online linear classification that advocates minimal weight updates i.e., the least required so that the current tr...
110
Voted
BMCBI
2011
14 years 7 months ago
2011
Background: Multiclass classification of microarray data samples with a reduced number of genes is a rich and challenging problem in Bioinformatics research. The problem gets hard...
87
Voted
IWANN
1999
Springer
15 years 4 months ago
1999
Springer
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...
103
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KDD
2002
ACM
16 years 25 days ago
2002
ACM
Support vector machines (SVMs) excel at two-class discriminative learning problems. They often outperform generative classifiers, especially those that use inaccurate generative m...
130
Voted
AICS
2009
14 years 10 months ago
2009
Multi-class classification algorithms are very widely used, but we argue that they are not always ideal from a theoretical perspective, because they assume all classes are characte...