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PLS and dimension reduction for classification

โœ Scribed by Yushu Liu; William Rayens


Book ID
105855199
Publisher
Springer
Year
2007
Tongue
English
Weight
616 KB
Volume
22
Category
Article
ISSN
0943-4062

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Unsupervised feature dimension reduction
โœ R. Baumgartner; R. Somorjai; C. Bowman; T.C. Sorrell; C.E. Mountford; U. Himmelr ๐Ÿ“‚ Article ๐Ÿ“… 2004 ๐Ÿ› Elsevier Science ๐ŸŒ English โš– 299 KB

We present an unsupervised feature dimension reduction method for the classification of magnetic resonance spectra. The technique preserves spectral information, important for disease profiling. We propose to use this technique as a preprocessing step for computationally demanding wrapper-based feat