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The PLS method as applied here has similarities to principal component analysis of interactions. PLS has the advantage of directly involving the external information in the fitting of the multi-linear model.

In effect PLS may be best understood as separate PCA of X and of Y at the same time with component estimates providing prediction of Y from X.

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Partial Least Squares Regression 27.2.96