The package implements the lasso-penalized singular value decomposition, and principal components analyis of Witten, Hastie and Tibshirani (2009). It is similar to some of the functionality in the PMA package.
Witten, D. M., Tibshirani, R., & Hastie, T. (2009). A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis. Biostatistics, 10(3), 515-534.
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