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105
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ICML
2007
IEEE
16 years 1 months ago
2007
IEEE
The scores returned by support vector machines are often used as a confidence measures in the classification of new examples. However, there is no theoretical argument sustaining ...
115
Voted
ICML
2007
IEEE
16 years 1 months ago
2007
IEEE
We propose a method for the classification of matrices. We use a linear classifier with a novel regularization scheme based on the spectral 1-norm of its coefficient matrix. The s...
102
Voted
ICML
2003
IEEE
16 years 1 months ago
2003
IEEE
We investigate how stack filter function classes like weighted order statistics can be applied to classification problems. This leads to a new design criteria for linear classifie...
131
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ICML
2001
IEEE
16 years 1 months ago
2001
IEEE
This work is concerned with the estimation of a classifier's accuracy. We first review some existing methods for error estimation, focusing on cross-validation and bootstrap,...
133
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AMFG
2005
IEEE
15 years 6 months ago
2005
IEEE
The development of web and digital camera nowadays has made it easier to collect more than hundreds of thousands of examples. How to train a face detector based on the collected en...