sgPLS: Sparse Group Partial Least Square Methods

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The Sparse Group Partial Least Square package (sgPLS) provides sparse, group, and sparse group versions of partial least square regression models.

Author
Benoit Liquet and Pierre Lafaye de Micheaux
Date of publication
2015-11-25 13:49:15
Maintainer
Benoit Liquet <b.liquet@uq.edu.au>
License
GPL (>= 2.0)
Version
1.4

View on CRAN

Man pages

gPLS
Group Partial Least Squares (gPLS)
perf
Compute evaluation criteria for PLS, sPLS, PLS-DA and sPLS-DA
per.variance
Percentage of variance of the Y matrix explained by the...
plotcim
Plots a cluster image mapping of correlations between...
predict
Predict Method for sPLS, gPLS or sgPLS
select.sgpls
Output of selected variables from a gPLS model or a sgPLS...
select.spls
Output of selected variables from a sPLS model
sgPLS
Sparse Group Partial Least Squares (sgPLS)
sgPLS-internal
Internal Functions
sgPLS-package
Group and Sparse Group Partial Least Square Model
sPLS
Sparse Partial Least Squares (sPLS)
tuning.gPLS.X
Choice of the tuning parameter (number of groups) related to...
tuning.sgPLS.X
Choice of the tuning parameters (number of groups and mixing...
tuning.sPLS.X
Choice of the tuning parameter (number of variables) related...

Files in this package

sgPLS
sgPLS/NAMESPACE
sgPLS/R
sgPLS/R/gPLS.R
sgPLS/R/predict.R
sgPLS/R/plotcim.R
sgPLS/R/per.variance.R
sgPLS/R/sgPLS-internal.R
sgPLS/R/tuning.sgPLS.X.R
sgPLS/R/perf.R
sgPLS/R/sgPLS.R
sgPLS/R/tuning.gPLS.X.R
sgPLS/R/sPLS.R
sgPLS/R/select.sgpls.R
sgPLS/R/tuning.sPLS.X.R
sgPLS/R/select.spls.R
sgPLS/MD5
sgPLS/DESCRIPTION
sgPLS/man
sgPLS/man/sgPLS-package.Rd
sgPLS/man/sPLS.Rd
sgPLS/man/sgPLS.Rd
sgPLS/man/sgPLS-internal.Rd
sgPLS/man/per.variance.Rd
sgPLS/man/tuning.sPLS.X.Rd
sgPLS/man/tuning.sgPLS.X.Rd
sgPLS/man/select.spls.Rd
sgPLS/man/predict.Rd
sgPLS/man/perf.Rd
sgPLS/man/plotcim.Rd
sgPLS/man/tuning.gPLS.X.Rd
sgPLS/man/gPLS.Rd
sgPLS/man/select.sgpls.Rd