plsVarSel: Variable Selection in Partial Least Squares

Interfaces and methods for variable selection in Partial Least Squares. The methods include filter methods, wrapper methods and embedded methods. Both regression and classification is supported.

Author
Kristian Hovde Liland, Tahir Mehmood, Solve Sæbø
Date of publication
2016-10-13 00:33:31
Maintainer
Kristian Hovde Liland <kristian.liland@nmbu.no>
License
GPL (>= 2)
Version
0.9.1

View on CRAN

Man pages

bve_pls
Backward variable elimination PLS (BVE-PLS)
filterPLSR
Optimisation of filters for Partial Least Squares
ga_pls
Genetic algorithm combined with PLS regression (GA-PLS)
ipw_pls
Iterative predictor weighting PLS (IPW-PLS)
lda_from_pls
LDA/QDA classification from PLS model
lda_from_pls_cv
Cross-validated LDA/QDA classification from PLS model
mcuve_pls
Uninformative variable elimination in PLS (UVE-PLS)
mvrV
Multivariate regression function
myImagePlot
Matrix plotting
plsVarSel
Variable selection in Partial Least Squares
rep_pls
Regularized elimination procedure in PLS
setDA
Set chosen Discriminant Analysis
shaving
Repeated shaving of variables
simulate_classes
Simulate classes
spa_pls
Sub-window permutation analysis coupled with PLS (SwPA-PLS)
stpls
Soft-Threshold PLS (ST-PLS)
summary.mvrV
Summary method for stpls and trunc
truncation
Trunction PLS
VIP
Filter methods for variable selection with Partial Least...

Files in this package

plsVarSel
plsVarSel/inst
plsVarSel/inst/CITATION
plsVarSel/NAMESPACE
plsVarSel/R
plsVarSel/R/plsVarSel.R
plsVarSel/R/trunc.R
plsVarSel/R/SPA.R
plsVarSel/R/filters.R
plsVarSel/R/REP.R
plsVarSel/R/GA.R
plsVarSel/R/stpls.R
plsVarSel/R/IPW.R
plsVarSel/R/utilities.R
plsVarSel/R/UVE.R
plsVarSel/R/mvrV.R
plsVarSel/R/lda_from_pls.R
plsVarSel/R/shaving.R
plsVarSel/R/BVE.R
plsVarSel/README.md
plsVarSel/MD5
plsVarSel/DESCRIPTION
plsVarSel/man
plsVarSel/man/truncation.Rd
plsVarSel/man/summary.mvrV.Rd
plsVarSel/man/spa_pls.Rd
plsVarSel/man/plsVarSel.Rd
plsVarSel/man/mvrV.Rd
plsVarSel/man/lda_from_pls.Rd
plsVarSel/man/bve_pls.Rd
plsVarSel/man/VIP.Rd
plsVarSel/man/ga_pls.Rd
plsVarSel/man/myImagePlot.Rd
plsVarSel/man/shaving.Rd
plsVarSel/man/simulate_classes.Rd
plsVarSel/man/setDA.Rd
plsVarSel/man/lda_from_pls_cv.Rd
plsVarSel/man/rep_pls.Rd
plsVarSel/man/mcuve_pls.Rd
plsVarSel/man/stpls.Rd
plsVarSel/man/filterPLSR.Rd
plsVarSel/man/ipw_pls.Rd