Tools for performing variable selection in three-way data using N-PLS in combination with L1 penalization. The N-PLS model (Rasmus Bro, 1996 <doi:10.1002/(SICI)1099-128X(199601)10:1%3C47::AID-CEM400%3E3.0.CO;2-C>) is the natural extension of PLS (Partial Least Squares) to N-way structures, and tries to maximize the covariance between X and Y data arrays. The package also adds variable selection through L1 penalization.
| Version: | 0.3.31 |
| Depends: | R (≥ 2.10) |
| Imports: | car, ggplot2, ks, MASS, Matrix, parallel, pbapply, plotrix, rgl |
| Published: | 2018-02-20 |
| Author: | David Hervas |
| Maintainer: | David Hervas <ddhervas at yahoo.es> |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| NeedsCompilation: | no |
| Materials: | README |
| CRAN checks: | sNPLS results |
| Reference manual: | sNPLS.pdf |
| Package source: | sNPLS_0.3.31.tar.gz |
| Windows binaries: | r-devel: sNPLS_0.3.31.zip, r-release: sNPLS_0.3.31.zip, r-oldrel: sNPLS_0.3.31.zip |
| macOS binaries: | r-release: sNPLS_0.3.31.tgz, r-oldrel: sNPLS_0.3.31.tgz |
| Old sources: | sNPLS archive |
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