OPLS discriminant analysis: combining the strengths of PLS-DA and SIMCA classification

The characteristics of the OPLS method have been investigated for the purpose of discriminant analysis (OPLS-DA). We demonstrate how class-orthogonal variation can be exploited to augment classification performance in cases where the individual classes exhibit divergence in within-class variation, i...

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Bibliographic Details
Main Authors: Bylesjo, M, Rantalainen, M, Cloarec, O, Nicholson, J, Holmes, E, Trygg, J
Format: Journal article
Language:English
Published: 2006