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pls (version 2.7-0)

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

33,140

Version

2.7-0

License

GPL-2

Issues

Pull Requests

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Maintainer

Bj<c3><b8>rn-Helge Mevik

Last Published

August 21st, 2018

Functions in pls (2.7-0)

mayonnaise

NIR measurements and oil types of mayonnaise
stdize

Standardization of Data Matrices
selectNcomp

Suggestions for the optimal number of components in PCR and PLSR models
simpls.fit

Sijmen de Jong's SIMPLS
coef.mvr

Extract Information From a Fitted PLSR or PCR Model
mvrCv

Cross-validation
mvr

Partial Least Squares and Principal Component Regression
oliveoil

Sensory and physico-chemical data of olive oils
oscorespls.fit

Orthogonal scores PLSR
mvrVal

MSEP, RMSEP and R2 of PLSR and PCR models
summary.mvr

Summary and Print Methods for PLSR and PCR objects
plot.mvr

Plot Method for MVR objects
naExcludeMvr

Adjust for Missing Values
predplot

Prediction Plots
predict.mvr

Predict Method for PLSR and PCR
pls.options

Set or return options for the pls package
var.jack

Jackknife Variance Estimates of Regression Coefficients
yarn

NIR spectra and density measurements of PET yarns
msc

Multiplicative Scatter Correction
widekernelpls.fit

Wide Kernel PLS (R<U+00E4>nnar et al.)
svdpc.fit

Principal Component Regression
validationplot

Validation Plots
scoreplot

Plots of Scores, Loadings and Correlation Loadings
scores

Extract Scores and Loadings from PLSR and PCR Models
delete.intercept

Delete intercept from model matrix
jack.test

Jackknife approximate t tests of regression coefficients
crossval

Cross-validation of PLSR and PCR models
cvsegments

Generate segments for cross-validation
kernelpls.fit

Kernel PLS (Dayal and MacGregor)
gasoline

Octane numbers and NIR spectra of gasoline
coefplot

Plot Regression Coefficients of PLSR and PCR models
biplot.mvr

Biplots of PLSR and PCR Models.
cppls.fit

CPPLS (Indahl et al.)