dimension reduction methods

43

BMCBI
2007

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A framework for significance analysis of gene expression data using dimension reduction methods

14 years 20 days ago

Background: The most popular methods for significance analysis on microarray data are well suited to find genes differentially expressed across predefined categories. However, ide...

Lars Halvor Gidskehaug, Endre Anderssen, Arnar Fla...

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27

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ICDM
2006
IEEE

131views Data Mining» more ICDM 2006»

Dimension Reduction for Supervised Ordering

14 years 6 months ago

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Ordered lists of objects are widely used as representational forms. Such ordered objects include Web search results and best-seller lists. Techniques for processing such ordinal d...

Toshihiro Kamishima, Shotaro Akaho

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42

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SDM
2009
SIAM

180views Data Mining» more SDM 2009»

Hierarchical Linear Discriminant Analysis for Beamforming.

14 years 9 months ago

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This paper demonstrates the applicability of the recently proposed supervised dimension reduction, hierarchical linear discriminant analysis (h-LDA) to a well-known spatial locali...

Barry L. Drake, Haesun Park, Jaegul Choo

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