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Generalized Partial Least Squares

This repository is for our work on generalized partial least squares. The preprint can be found here: Beaton, D., ADNI, Saporta, G., Abdi, H. (2019). A generalization of partial least squares regression and correspondence analysis for categorical and mixed data: An application with the ADNI data. bioRxiv, 598888..

The preprint was generated through RMarkdown with the rticles package, and is fully reproducible for us at least! You can reproduce it so long as you have access to ADNI data. Details forthcoming on data preparation and requirements. See the Manuscript directory for the manuscript’s content and supplements (RMarkdown, PDF).

Other materials can be found in the Code directory. The IO (input/output) directory is currently empty.

The GPLS package lives in the Package directory. It is documented and has a dependency on the GSVD package. Vignettes are forthcoming. See the Package directory for installation instructions.