pls: Partial Least Squares and Principal Component Regression

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

Author
Bjrn-Helge Mevik, Ron Wehrens and Kristian Hovde Liland
Date of publication
2015-08-22 14:57:19
Maintainer
Bjrn-Helge Mevik <pls@mevik.net>
License
GPL-2
Version
2.5-0
URLs

View on CRAN

Man pages

biplot.mvr
Biplots of PLSR and PCR Models.
coef.mvr
Extract Information From a Fitted PLSR or PCR Model
coefplot
Plot Regression Coefficients of PLSR and PCR models
cppls.fit
CPPLS (Indahl et al.)
crossval
Cross-validation of PLSR and PCR models
cvsegments
Generate segments for cross-validation
delete.intercept
Delete intercept from model matrix
gasoline
Octane numbers and NIR spectra of gasoline
jack.test
Jackknife approximate t tests of regression coefficients
kernelpls.fit
Kernel PLS (Dayal and MacGregor)
mayonnaise
NIR measurements and oil types of mayonnaise
msc
Multiplicative Scatter Correction
mvr
Partial Least Squares and Principal Component Regression
mvrCv
Cross-validation
mvrVal
MSEP, RMSEP and R2 of PLSR and PCR models
naExcludeMvr
Adjust for Missing Values
oliveoil
Sensory and physico-chemical data of olive oils
oscorespls.fit
Orthogonal scores PLSR
plot.mvr
Plot Method for MVR objects
pls.options
Set or return options for the pls package
predict.mvr
Predict Method for PLSR and PCR
predplot
Prediction Plots
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
stdize
Standardization of Data Matrices
summary.mvr
Summary and Print Methods for PLSR and PCR objects
svdpc.fit
Principal Component Regression
validationplot
Validation Plots
var.jack
Jackknife Variance Estimates of Regression Coefficients
widekernelpls.fit
Wide Kernel PLS (Rännar et al.)
yarn
NIR spectra and density measurements of PET yarns

Files in this package

pls
pls/inst
pls/inst/NEWS.Rd
pls/inst/doc
pls/inst/doc/pls-manual.pdf
pls/inst/doc/pls-manual.R
pls/inst/doc/pls-manual.Rnw
pls/NAMESPACE
pls/data
pls/data/gasoline.RData
pls/data/yarn.RData
pls/data/mayonnaise.RData
pls/data/oliveoil.RData
pls/R
pls/R/crossval.R
pls/R/widekernelpls_NA.fit.R
pls/R/pls.options.R
pls/R/svdpc.fit.R
pls/R/msc.R
pls/R/mvrVal.R
pls/R/summaries.R
pls/R/mvr.R
pls/R/cvsegments.R
pls/R/plots.R
pls/R/simpls.fit.R
pls/R/predict.mvr.R
pls/R/mvr_wrappers.R
pls/R/extract.R
pls/R/stdize.R
pls/R/kernelpls.fit.R
pls/R/widekernelpls.fit.R
pls/R/oscorespls.fit.R
pls/R/cppls.fit.R
pls/R/jackknife.R
pls/vignettes
pls/vignettes/pls-manual.Rnw
pls/vignettes/pls-manual.bib
pls/MD5
pls/build
pls/build/vignette.rds
pls/DESCRIPTION
pls/man
pls/man/cppls.fit.Rd
pls/man/gasoline.Rd
pls/man/delete.intercept.Rd
pls/man/coef.mvr.Rd
pls/man/predplot.Rd
pls/man/plot.mvr.Rd
pls/man/var.jack.Rd
pls/man/scores.Rd
pls/man/oliveoil.Rd
pls/man/svdpc.fit.Rd
pls/man/widekernelpls.fit.Rd
pls/man/kernelpls.fit.Rd
pls/man/cvsegments.Rd
pls/man/mayonnaise.Rd
pls/man/scoreplot.Rd
pls/man/summary.mvr.Rd
pls/man/validationplot.Rd
pls/man/mvrCv.Rd
pls/man/mvr.Rd
pls/man/stdize.Rd
pls/man/simpls.fit.Rd
pls/man/oscorespls.fit.Rd
pls/man/jack.test.Rd
pls/man/biplot.mvr.Rd
pls/man/msc.Rd
pls/man/naExcludeMvr.Rd
pls/man/pls.options.Rd
pls/man/mvrVal.Rd
pls/man/crossval.Rd
pls/man/predict.mvr.Rd
pls/man/coefplot.Rd
pls/man/yarn.Rd