Package: NPLStoolbox 1.1.0.9000

NPLStoolbox: N-Way Partial Least Squares Modelling of Multi-Way Data

Creation and selection of N-way Partial Least Squares (NPLS) models. Selection of the optimal number of components can be done using ncrossreg(). NPLS was originally described by Rasmus Bro, see <doi:10.1002/%28SICI%291099-128X%28199601%2910%3A1%3C47%3A%3AAID-CEM400%3E3.0.CO%3B2-C>.

Authors:Geert Roelof van der Ploeg [aut, cre], Johan Westerhuis [ctb], Anna Heintz-Buschart [ctb], Age Smilde [ctb], University of Amsterdam [cph, fnd]

NPLStoolbox_1.1.0.9000.tar.gz
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NPLStoolbox_1.1.0.9000.tgz(r-4.6-any)NPLStoolbox_1.1.0.9000.tgz(r-4.5-any)
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NPLStoolbox_1.1.0.9000.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
NPLStoolbox/json (API)

# Install 'NPLStoolbox' in R:

install.packages('NPLStoolbox', repos = c('https://grvanderploeg.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/grvanderploeg/nplstoolbox/issues

Pkgdown/docs site:https://grvanderploeg.com

Datasets:

Cornejo2025 - Cornejo2025 longitudinal dataset measured in transgender persons
Jakobsen2025 - Jakobsen2025 longitudinal dataset measured in mother-infant dyads

On CRAN:

dimensionality-reduction multiway multiway-algorithms nway partial-least-squares

5.19 score 77 scripts 253 downloads 3 exports 91 dependencies

Last updated from:1a506cf49c. Checks:9 OK. Indexed: yes.

Target	Result	Time
linux-devel-x86_64	OK	184
source / vignettes	OK	236
linux-release-x86_64	OK	176
macos-release-arm64	OK	78
macos-oldrel-arm64	OK	93
windows-devel	OK	157
windows-release	OK	104
windows-oldrel	OK	108
wasm-release	OK	170

Exports:ncrossreg npred triPLS1

Dependencies:abind backports bayesm boot broom car carData cli CMLS codetools colorspace compositions corrplot cowplot cpp11 DEoptimR Deriv doBy doParallel dplyr farver foreach forecast Formula fracdiff generics ggplot2 ggpubr ggrepel ggsci ggsignif glue gridExtra gtable isoband iterators labeling lattice lifecycle lme4 lmtest magrittr MASS Matrix MatrixModels mgcv minqa modelr multiway nlme nloptr nnet numDeriv parafac4microbiome pbkrtest pillar pkgconfig polynom pracma purrr quadprog quantreg R6 rbibutils RColorBrewer Rcpp RcppArmadillo RcppEigen Rdpack reformulas rlang robustbase rstatix rTensor S7 scales SparseM stringi stringr survival tensorA tibble tidyr tidyselect timeDate urca utf8 vctrs viridisLite withr zoo

Introduction

Rendered fromIntroduction.Rmdusingknitr::rmarkdown

Last update: 2025-07-30
Started: 2025-07-30

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Cornejo2025 longitudinal dataset measured in transgender persons	Cornejo2025
Jakobsen2025 longitudinal dataset measured in mother-infant dyads	Jakobsen2025
Cross-validation of NPLS by classical K-fold CV.	ncrossreg
Predict Y for new data by projecting the data onto the latent space defined by an NPLS model.	npred
Tri-PLS1: three-way PLS regressed onto a y vector	triPLS1