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Partial Least Squares (PLS) is a highly efficient statistical regression technique that is well suited for the analysis … of high-dimensional genomic data. In this paper we review the theory and applications of PLS both under methodological … and biological points of view. Focusing on microarray expression data we provide a systematic comparison of the PLS …
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