Variable Selection in Partial Least Squares


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Documentation for package ‘plsVarSel’ version 0.9.12

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bve_pls Backward variable elimination PLS (BVE-PLS)
covSel Covariance Selection - CovSel
filterPLSR Optimisation of filters for Partial Least Squares
FRC Filter methods for variable selection with Partial Least Squares.
ga_pls Genetic algorithm combined with PLS regression (GA-PLS)
ipw_pls Iterative predictor weighting PLS (IPW-PLS)
ipw_pls_legacy 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
LW Filter methods for variable selection with Partial Least Squares.
mcuve_pls Uninformative variable elimination in PLS (UVE-PLS)
mRMR Filter methods for variable selection with Partial Least Squares.
mvrV Multivariate regression function
myImagePlot Matrix plotting
plot.shaved Repeated shaving of variables
plsVarSel Variable selection in Partial Least Squares
print.shaved Repeated shaving of variables
RC Filter methods for variable selection with Partial Least Squares.
rep_pls Regularized elimination procedure in PLS
setDA Set chosen Discriminant Analysis
shaving Repeated shaving of variables
simulate_classes Simulate classes
simulate_data Simulate classes
sMC Filter methods for variable selection with Partial Least Squares.
spa_pls Sub-window permutation analysis coupled with PLS (SwPA-PLS)
SR Filter methods for variable selection with Partial Least Squares.
stpls Soft-Threshold PLS (ST-PLS)
summary.mvrV Summary method for stpls and trunc
T2_pls Hotelling's T^2 based variable selection in PLS - T^2-PLS)
truncation Trunction PLS
URC Filter methods for variable selection with Partial Least Squares.
VIP Filter methods for variable selection with Partial Least Squares.
WVC_pls Weighted Variable Contribution in PLS (WVC-PLS)