STPGA: Selection of Training Populations by Genetic Algorithm

To be utilized to select a test data calibrated training population in high dimensional prediction problems and assumes that the explanatory variables are observed for all of the individuals. Once a "good" training set is identified, the response variable can be obtained only for this set to build a model for predicting the response in the test set. The algorithms in the package can be tweaked to solve some other subset selection problems.

AuthorDeniz Akdemir
Date of publication2017-03-02 08:09:19
MaintainerDeniz Akdemir <deniz.akdemir.work@gmail.com>
LicenseGPL-3
Version4.0

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Files

STPGA
STPGA/inst
STPGA/inst/doc
STPGA/inst/doc/VignetteforSTPGA.pdf
STPGA/inst/doc/VignetteforSTPGA.ltx
STPGA/NAMESPACE
STPGA/data
STPGA/data/WheatData.rda
STPGA/R
STPGA/R/PEVMEAN2.R STPGA/R/GenAlgForSubsetSelectionNoTest.R STPGA/R/PEVMEAN0.R STPGA/R/CDMAX0.R STPGA/R/PEVMAX.R STPGA/R/CDMEAN2.R STPGA/R/PEVMAX2.R STPGA/R/makeonecross.R STPGA/R/CDMEANMM.R STPGA/R/AOPT.R STPGA/R/GenAlgForSubsetSelection.R STPGA/R/CDMAX2.R STPGA/R/GAUSSMEANMM.R STPGA/R/GOPTPEV.R STPGA/R/CDMEAN0.R STPGA/R/CDMAX.R STPGA/R/PEVMAX0.R STPGA/R/PEVMEAN.R STPGA/R/PEVMEANMM.R STPGA/R/CDMEAN.R STPGA/R/EOPT.R STPGA/R/GenerateCrossesfromElites.R STPGA/R/DOPT.R STPGA/R/GOPTPEV2.R
STPGA/vignettes
STPGA/vignettes/VignetteforSTPGA-InfObsEx2.pdf
STPGA/vignettes/VignetteforSTPGA-VarSelEx9.pdf
STPGA/vignettes/CONVERGENCEOFSTPGA-eps-converted-to.pdf
STPGA/vignettes/VignetteforSTPGA-VarSelEx2.pdf
STPGA/vignettes/FigAmdahl-eps-converted-to.pdf
STPGA/vignettes/VignetteforSTPGA-InfObsEx3.pdf
STPGA/vignettes/VignetteforSTPGA-WheatExA5.pdf
STPGA/vignettes/VignetteforSTPGA-SimEx1.pdf
STPGA/vignettes/VignetteforSTPGA-WheatEx19.pdf
STPGA/vignettes/FigAmdahl.eps
STPGA/vignettes/VignetteforSTPGA.ltx
STPGA/vignettes/CONVERGENCEOFSTPGA.eps
STPGA/vignettes/CONVERGENCEOFSTPGAwithTest.eps
STPGA/vignettes/CONVERGENCEOFSTPGAwithTest-eps-converted-to.pdf
STPGA/vignettes/references.bib
STPGA/vignettes/VignetteforSTPGA-WheatEx2.pdf
STPGA/vignettes/VignetteforSTPGA-WheatEx10.pdf
STPGA/vignettes/VignetteforSTPGA-WheatEx16.pdf
STPGA/vignettes/VignetteforSTPGA-WheatEx14.pdf
STPGA/MD5
STPGA/build
STPGA/build/vignette.rds
STPGA/DESCRIPTION
STPGA/man
STPGA/man/STPGA-package.Rd STPGA/man/WheatData.Rd STPGA/man/makeonecross.Rd STPGA/man/CRITERIA.Rd STPGA/man/GenAlgForSubsetSelectionNoTest.Rd STPGA/man/GenAlgForSubsetSelection.Rd STPGA/man/GenerateCrossesfromElites.Rd

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

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