David-Hervas/sNPLS: 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 <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.

Getting started

Package details

AuthorDavid Hervas
MaintainerDavid Hervas <[email protected]>
LicenseGPL (>= 2)
Version0.3.36
Package repositoryView on GitHub
Installation Install the latest version of this package by entering the following in R:
install.packages("devtools")
library(devtools)
install_github("David-Hervas/sNPLS")
David-Hervas/sNPLS documentation built on Nov. 16, 2018, 9:23 p.m.