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.

Install the latest version of this package by entering the following in R:
install.packages("STPGA")
AuthorDeniz Akdemir
Date of publication2017-03-02 08:09:19
MaintainerDeniz Akdemir <deniz.akdemir.work@gmail.com>
LicenseGPL-3
Version4.0

View on CRAN

Files

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

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

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