3949 search results - page 320 / 790 » Machine Learning and Data Mining |
125
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COLT
2008
Springer
15 years 6 months ago
2008
Springer
Undirected graphs are often used to describe high dimensional distributions. Under sparsity conditions, the graph can be estimated using 1 penalization methods. However, current m...
152
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EACL
2006
ACL Anthology
15 years 5 months ago
2006
ACL Anthology
Multimodal grammars provide an expressive formalism for multimodal integration and understanding. However, handcrafted multimodal grammars can be brittle with respect to unexpecte...
121
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NECO
2007
15 years 3 months ago
2007
Support Vector Machine (SVM) has been spotlighted in the machine learning community thanks to its theoretical soundness and practical performance. When applied to a large data set...
165
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JMLR
2012
13 years 6 months ago
2012
We develop a high dimensional nonparametric classification method named sparse additive machine (SAM), which can be viewed as a functional version of support vector machine (SVM)...
146
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PAMI
2010
15 years 2 months ago
2010
—This paper considers feature selection for data classification in the presence of a huge number of irrelevant features. We propose a new feature selection algorithm that addres...