derekbeaton / GPLS

a home for generalized partial least squares
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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. See the Manuscript directory for the manuscript’s content and supplements (RMarkdown, PDF).

Other materials can be found in the Code directory. A detailed RMD file provides how to reproduce the data and is found here with an HTML file.

The GPLS package lives in the Package directory. It is documented and has a dependency on the GSVD package (found here). See the Package directory for installation instructions.