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 |

**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...

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
Questions? Problems? Suggestions? Tweet to @rdrrHQ or email at ian@mutexlabs.com.

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