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pls (version 2.9-0)

Partial Least Squares and Principal Component Regression

Description

Multivariate regression methods Partial Least Squares Regression (PLSR), Principal Component Regression (PCR) and Canonical Powered Partial Least Squares (CPPLS).

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Install

install.packages('pls')

Monthly Downloads

26,410

Version

2.9-0

License

GPL-2

Issues

Pull Requests

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Maintainer

Kristian Hovde Liland

Last Published

February 21st, 2026

Functions in pls (2.9-0)

nipals.fit

NIPALS PLS with missing values
mvrCv

Cross-validation
nipalspc.fit

NIPALS PCR with missing values
mayonnaise

NIR measurements and oil types of mayonnaise
naExcludeMvr

Adjust for Missing Values
kernelpls.fit

Kernel PLS (Dayal and MacGregor)
oliveoil

Sensory and physico-chemical data of olive oils
mvr

Partial Least Squares and Principal Component Regression
mvrVal

MSEP, RMSEP and R2 of PLSR and PCR models
msc

Multiplicative Scatter Correction
pls.options

Set or return options for the pls package
oscorespls.fit

Orthogonal scores PLSR
selectNcomp

Suggestions for the optimal number of components in PCR and PLSR models
predplot

Prediction Plots
pls

Partial Least Squares and Principal Component Regression
predict.mvr

Predict Method for PLSR and PCR
plot.mvr

Plot Method for MVR objects
scoreplot

Plots of Scores, Loadings and Correlation Loadings
scores

Extract Scores and Loadings from PLSR and PCR Models
simpls.fit

Sijmen de Jong's SIMPLS
widekernelpls.fit

Wide Kernel PLS (Rännar et al.)
yarn

NIR spectra and density measurements of PET yarns
vcov.mvr

Calculate Variance-Covariance Matrix for a Fitted Model Object
svdpc.fit

Principal Component Regression
stdize

Standardization of Data Matrices
var.jack

Jackknife Variance Estimates of Regression Coefficients
validationplot

Validation Plots
print.mvr

Summary and Print Methods for PLSR and PCR objects
gasoline

Octane numbers and NIR spectra of gasoline
fac2seg

Factor to Segments
delete.intercept

Delete intercept from model matrix
coef.mvr

Extract Information From a Fitted PLSR or PCR Model
cvsegments

Generate segments for cross-validation
crossval

Cross-validation of PLSR and PCR models
biplot.mvr

Biplots of PLSR and PCR Models.
cppls.fit

CPPLS (Indahl et al.)
coefplot

Plot Regression Coefficients of PLSR and PCR models
jack.test

Jackknife approximate t tests of regression coefficients