Other packages > Find by keyword >

sNPLS  

NPLS Regression with L1 Penalization
View on CRAN: Click here


Download and install sNPLS package within the R console
Install from CRAN:
install.packages("sNPLS")

Install from Github:
library("remotes")
install_github("cran/sNPLS")

Install by package version:
library("remotes")
install_version("sNPLS", "1.0.27")



Attach the package and use:
library("sNPLS")
Maintained by
David Hervas
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2016-10-09
Latest Update: 2020-12-16
Description:
Tools for performing variable selection in three-way data using N-PLS in combination with L1 penalization, Selectivity Ratio and VIP scores. 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, Selectivity Ratio and VIP scores.
How to cite:
David Hervas (2016). sNPLS: NPLS Regression with L1 Penalization. R package version 1.0.27, https://cran.r-project.org/web/packages/sNPLS. Accessed 05 Jun. 2026.
Previous versions and publish date:
0.1.1 (2016-10-09 13:06), 0.1.3 (2016-11-08 00:57), 0.1.4 (2016-12-27 11:58), 0.1.5 (2017-03-05 08:47), 0.1.8 (2017-05-08 00:50), 0.2.0 (2017-07-22 18:59), 0.2.7 (2017-10-01 00:44), 0.3.0 (2017-10-29 11:39), 0.3.31 (2018-02-20 18:30)
Other packages that cited sNPLS R package
View sNPLS citation profile
Other R packages that sNPLS depends, imports, suggests or enhances
Complete documentation for sNPLS
Functions, R codes and Examples using the sNPLS R package
Some associated functions: Rmatrix . SR . bread . coef.sNPLS . cv_fit . cv_snpls . fitted.sNPLS . plot.cvsNPLS . plot.repeatcv . plot.sNPLS . plot_T . plot_U . plot_Wj . plot_Wk . plot_time . plot_variables . predict.sNPLS . repeat_cv . sNPLS . summary.sNPLS . unfold3w . 
Some associated R codes: bread-data.R . sNPLS_fit.R .  Full sNPLS package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
crossurr  
Cross-Fitting for Doubly Robust Evaluation of High-Dimensional Surrogate Markers
Doubly robust methods for evaluating surrogate markers as outlined in: Agniel D, Hejblum BP, Thiebau ...
Download / Learn more Package Citations See dependency  
ibb  
R Wrapper for Istanbul Municipality Open Data Portal
Call wrappers for Istanbul Metropolitan Municipality's Open Data Portal (Turkish: Istanbul B ...
Download / Learn more Package Citations See dependency  
envirem  
Generation of ENVIREM Variables
Generation of bioclimatic rasters that are complementary to the typical 19 bioclim variables. ...
Download / Learn more Package Citations See dependency  
msm  
Multi-State Markov and Hidden Markov Models in Continuous Time
Functions for fitting continuous-time Markov and hidden Markov multi-state models to longitudinal d ...
Download / Learn more Package Citations See dependency  

27,268

R Packages

233,548

Dependencies

72,590

Author Associations

27,205

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA