NPLS Regression with L1 Penalization

Tools for performing variable selection in three-way data using N-PLS in combination with L1 penalization. The N-PLS model (Rasmus Bro, 1996 ) 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.


Build Status Coverage Status CRAN Version NPLS Regression with L1 Penalization

R package with tools for performing variable selection in three-way data using N-PLS in combination with L1 penalization.

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install.packages("sNPLS")

0.3.31 by David Hervas, a year ago


Browse source code at https://github.com/cran/sNPLS


Authors: David Hervas


Documentation:   PDF Manual  


GPL (>= 2) license


Imports car, ggplot2, ks, MASS, Matrix, parallel, pbapply, plotrix, rgl


See at CRAN