spls: Sparse Partial Least Squares (SPLS) Regression and Classification

This package provides functions for fitting a Sparse Partial Least Squares Regression and Classification

Author
Dongjun Chung <chungdon@stat.wisc.edu>, Hyonho Chun <chun@stat.wisc.edu>, Sunduz Keles <keles@stat.wisc.edu>
Date of publication
2013-08-21 17:05:14
Maintainer
Valentin Todorov <valentin.todorov@chello.at>
License
GPL (>= 2)
Version
2.2-1

View on CRAN

Man pages

ci.spls
Calculate bootstrapped confidence intervals of SPLS...
coefplot.spls
Plot estimated coefficients of the SPLS object
correct.spls
Correct the initial SPLS coefficient estimates based on...
cv.sgpls
Compute and plot the cross-validated error for SGPLS...
cv.spls
Compute and plot cross-validated mean squared prediction...
cv.splsda
Compute and plot cross-validated error for SPLSDA...
lymphoma
Lymphoma Gene Expression Dataset
mice
Mice Dataset
plot.spls
Plot the coefficient path of SPLS regression
predict.sgpls
Make predictions or extract coefficients from a fitted SGPLS...
predict.spls
Make predictions or extract coefficients from a fitted SPLS...
predict.splsda
Make predictions or extract coefficients from a fitted SPLSDA...
print.sgpls
Print function for a SGPLS object
print.spls
Print function for a SPLS object
print.splsda
Print function for a SPLSDA object
prostate
Prostate Tumor Gene Expression Dataset
sgpls
Fit SGPLS classification models
spls
Fit SPLS regression models
splsda
Fit SPLSDA classification models
spls-internal
Internal SPLS functions
yeast
Yeast Cell Cycle Dataset

Files in this package

spls
spls/inst
spls/inst/doc
spls/inst/doc/spls-example.Rnw
spls/inst/doc/spls-example.pdf
spls/inst/doc/spls-example.R
spls/tests
spls/tests/tspls.Rout.save
spls/tests/tspls.R
spls/NAMESPACE
spls/data
spls/data/mice.RData
spls/data/yeast.RData
spls/data/lymphoma.RData
spls/data/datalist
spls/data/prostate.RData
spls/R
spls/R/predict.sgpls.R
spls/R/heatmap.spls.R
spls/R/print.splsda.R
spls/R/splsda.R
spls/R/sgpls.R
spls/R/ci.spls.R
spls/R/spls.R
spls/R/cv.sgpls.binary.R
spls/R/correct.spls.R
spls/R/cv.sgpls.R
spls/R/correctp.R
spls/R/cv.sgpls.multi.R
spls/R/predict.spls.R
spls/R/predict.splsda.R
spls/R/print.spls.R
spls/R/cv.splsda.R
spls/R/wpls.R
spls/R/ust.R
spls/R/cv.split.R
spls/R/coefplot.spls.R
spls/R/plot.spls.R
spls/R/cv.spls.R
spls/R/sgpls.binary.R
spls/R/print.sgpls.R
spls/R/zzz.R
spls/R/spls.dv.R
spls/R/sgpls.multi.R
spls/vignettes
spls/vignettes/spls-example.Rnw
spls/MD5
spls/DESCRIPTION
spls/ChangeLog
spls/man
spls/man/predict.spls.Rd
spls/man/lymphoma.Rd
spls/man/cv.spls.Rd
spls/man/sgpls.Rd
spls/man/predict.splsda.Rd
spls/man/mice.Rd
spls/man/print.spls.Rd
spls/man/ci.spls.Rd
spls/man/spls-internal.Rd
spls/man/spls.Rd
spls/man/prostate.Rd
spls/man/print.sgpls.Rd
spls/man/plot.spls.Rd
spls/man/correct.spls.Rd
spls/man/yeast.Rd
spls/man/coefplot.spls.Rd
spls/man/predict.sgpls.Rd
spls/man/cv.sgpls.Rd
spls/man/cv.splsda.Rd
spls/man/splsda.Rd
spls/man/print.splsda.Rd