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It provides a rigorous and a faster alternative\ncross-validation method to select the number of components, as\nwell as functions to report proportions of explained variation\nand to construct plots of the results. See the software article\nby el Bouhaddani et al (2018) ,\nand Trygg and Wold (2003) . 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