kernel dimension reduction

NPL
2006

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A Fast Feature-based Dimension Reduction Algorithm for Kernel Classifiers

13 years 4 months ago

This paper presents a novel dimension reduction algorithm for kernel based classification. In the feature space, the proposed algorithm maximizes the ratio of the squared between-c...

Senjian An, Wanquan Liu, Svetha Venkatesh, Ronny T...

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ICML
2007
IEEE

137views Machine Learning» more ICML 2007»

Regression on manifolds using kernel dimension reduction

14 years 5 months ago

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We study the problem of discovering a manifold that best preserves information relevant to a nonlinear regression. Solving this problem involves extending and uniting two threads ...

Jens Nilsson, Fei Sha, Michael I. Jordan

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