1106 search results - page 36 / 222 » On regularization algorithms in learning theory |
175
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BMCBI
2005
15 years 4 months ago
2005
Background: The advent of the technology of DNA microarrays constitutes an epochal change in the classification and discovery of different types of cancer because the information ...
149
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DAGM
2005
Springer
15 years 10 months ago
2005
Springer
Abstract. We consider the classification problem on a finite set of objects. Some of them are labeled, and the task is to predict the labels of the remaining unlabeled ones. Such...
123
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NIPS
2007
15 years 6 months ago
2007
We present a globally convergent method for regularized risk minimization problems. Our method applies to Support Vector estimation, regression, Gaussian Processes, and any other ...
131
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TKDE
2008
15 years 4 months ago
2008
Linear and kernel discriminant analyses are popular approaches for supervised dimensionality reduction. Uncorrelated and regularized discriminant analyses have been proposed to ove...
123
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CORR
2007
Springer
15 years 4 months ago
2007
Springer
The study of finite automata and regular languages is a privileged meeting point of algebra and logic. Since the work of Büchi, regular languages have been classified according ...