Perform Two-Way Orthogonal Partial Least Squares

Performs the O2PLS data integration method for two datasets yielding joint and data-specific parts for each dataset. The algorithm automatically switches to a memory-efficient approach to fit O2PLS to high dimensional data. It provides a rigorous and a faster alternative cross-validation method to select the number of components, as well as functions to report proportions of explained variation and to construct plots of the results. See Trygg and Wold (2003) and el Bouhaddani et al (2016) .


Reference manual

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1.0.3 by Said el Bouhaddani, a month ago

Browse source code at

Authors: Said el Bouhaddani, Jeanine Houwing-Duistermaat, Geurt Jongbloed, Szymon Kielbasa and Hae-Won Uh

Documentation:   PDF Manual  

GPL-3 license

Imports ggplot2, parallel

Suggests testthat, knitr, rmarkdown, gplots

See at CRAN