2036 search results - page 250 / 408 » 1-norm Support Vector Machines |
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MCS
2005
Springer
15 years 9 months ago
2005
Springer
Support Vector Machines (SVMs) have been successfully applied to solve a large number of classification and regression problems. However, SVMs suffer from the catastrophic forgetti...
130
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SCIA
2005
Springer
15 years 9 months ago
2005
Springer
Abstract. We address the problem of incorporating transformation invariance in kernels for pattern analysis with kernel methods. We introduce a new class of kernels by so called Ha...
130
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ICNC
2005
Springer
15 years 9 months ago
2005
Springer
Abstract. Through task decomposition and module combination, minmax modular support vector machines (M3 -SVMs) can be successfully used for difficult pattern classification task. ...
130
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COLT
2004
Springer
15 years 9 months ago
2004
Springer
One of the nice properties of kernel classifiers such as SVMs is that they often produce sparse solutions. However, the decision functions of these classifiers cannot always be u...
121
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ICIAR
2004
Springer
15 years 9 months ago
2004
Springer
We present an information theoretic approach for learning a linear dimension reduction transform for object classification. The theoretic guidance of the approach is that the trans...