gaselect: Genetic Algorithm (GA) for Variable Selection from High-Dimensional Data

Provides a genetic algorithm for finding variable subsets in high dimensional data with high prediction performance. The genetic algorithm can use ordinary least squares (OLS) regression models or partial least squares (PLS) regression models to evaluate the prediction power of variable subsets. By supporting different cross-validation schemes, the user can fine-tune the tradeoff between speed and quality of the solution.

AuthorDavid Kepplinger
Date of publication2015-02-12 17:45:27
MaintainerDavid Kepplinger <david.kepplinger@gmail.com>
LicenseGPL (>= 2)
Version1.0.5

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Files in this package

gaselect
gaselect/src
gaselect/src/ShuffledSet.h
gaselect/src/GenAlg.cpp
gaselect/src/MultiThreadedPopulation.h
gaselect/src/BICEvaluator.cpp
gaselect/src/Control.h
gaselect/src/PLSSimpls.cpp
gaselect/src/TruncatedGeomGenerator.h
gaselect/src/PLS.h
gaselect/src/BICEvaluator.h
gaselect/src/Chromosome.cpp
gaselect/src/config.h
gaselect/src/MultiThreadedPopulation.cpp
gaselect/src/Evaluator.h
gaselect/src/SingleThreadPopulation.h
gaselect/src/UserFunEvaluator.cpp
gaselect/src/ShuffledSet.cpp
gaselect/src/SingleThreadPopulation.cpp
gaselect/src/Logger.h
gaselect/src/Population.h
gaselect/src/RNG.h
gaselect/src/PLSEvaluator.h
gaselect/src/LMEvaluator.cpp
gaselect/src/LMEvaluator.h
gaselect/src/Makevars.in
gaselect/src/UserFunEvaluator.h
gaselect/src/autoconfig.win.h
gaselect/src/PLS.cpp
gaselect/src/Logger.cpp
gaselect/src/autoconfig.h.in
gaselect/src/Makevars.win
gaselect/src/OnlineStddev.h
gaselect/src/PLSSimpls.h
gaselect/src/PLSEvaluator.cpp
gaselect/src/RNG.cpp
gaselect/src/Chromosome.h
gaselect/src/GenAlg.h
gaselect/NAMESPACE
gaselect/R
gaselect/R/toCControlList.R gaselect/R/Evaluator.R gaselect/R/evaluate.R gaselect/R/fitness.R gaselect/R/getEvalFun.R gaselect/R/GenAlgControl.R gaselect/R/formatSegmentation.R gaselect/R/validData.R gaselect/R/genAlg.R gaselect/R/subsets.R
gaselect/MD5
gaselect/DESCRIPTION
gaselect/configure
gaselect/ChangeLog
gaselect/man
gaselect/man/GenAlgFitEvaluator-class.Rd gaselect/man/GenAlg-constructor.Rd gaselect/man/validData-methods.Rd gaselect/man/subsets.Rd gaselect/man/trueFitnessVal-methods.Rd gaselect/man/getEvalFun-methods.Rd gaselect/man/GenAlgFitEvaluator-constructor.Rd gaselect/man/GenAlgUserEvaluator-constructor.Rd gaselect/man/fitnessEvolution.Rd gaselect/man/GenAlgControl-class.Rd gaselect/man/GenAlgUserEvaluator-class.Rd gaselect/man/fitness.Rd gaselect/man/toCControlList-methods.Rd gaselect/man/GenAlgEvaluator-class.Rd gaselect/man/GenAlgLMEvaluator-class.Rd gaselect/man/GenAlgPLSEvaluator-class.Rd gaselect/man/GenAlgControl-constructor.Rd gaselect/man/GenAlgPLSEvaluator-constructor.Rd gaselect/man/GenAlg-class.Rd gaselect/man/evaluate-methods.Rd gaselect/man/GenAlgLMEvaluator-constructor.Rd gaselect/man/formatSegmentation-methods.Rd
gaselect/configure.win
gaselect/cleanup
gaselect/tools
gaselect/tools/m4
gaselect/tools/m4/ax_cxx_compile_stdcxx_11.m4

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