mogavs: Multiobjective Genetic Algorithm for Variable Selection in Regression
Version 1.0.1

Functions for exploring the best subsets in regression with a genetic algorithm. The package is much faster than methods relying on complete enumeration, and is suitable for datasets with large number of variables.

AuthorTommi Pajala [aut, cre], Pekka Malo [aut], Ankur Sinha [aut], Timo Kuosmanen [ctb]
Date of publication2015-11-06 18:29:17
MaintainerTommi Pajala <tommi.pajala@aalto.fi>
LicenseGPL-2
Version1.0.1
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("mogavs")

Getting started

Package overview

Popular man pages

createAdditionalPlots: Function for plotting boundaries of the archive set.
crimeData: Crime Data Set with Imputed Values
cv.mogavs: k-Fold Crossvalidation for a mogavs model
getBestModelVars: Get variable names of the best model with nvar variables, or...
mogavs: Multiobjective Genetic Algorithm for Variable Selection
mogavs-package: Package for regression variable selection with genetic...
summary.mogavs: Summary function for mogavs
See all...

All man pages Function index File listing

Man pages

createAdditionalPlots: Function for plotting boundaries of the archive set.
crimeData: Crime Data Set with Imputed Values
cv.mogavs: k-Fold Crossvalidation for a mogavs model
getBestModel: Get the best model with nvar variables, or by AIC, BIC or...
getBestModelVars: Get variable names of the best model with nvar variables, or...
mogavs: Multiobjective Genetic Algorithm for Variable Selection
mogavs-package: Package for regression variable selection with genetic...
mogavsToLinear: Transform a mogavs model into a linear model.
plotVarUsage: Produce a visual summary of how many times each variable...
sampleData: Simulated Data Set for MOGA-VS
summary.mogavs: Summary function for mogavs

Functions

Files

NAMESPACE
data
data/crimeData.rda
data/sampleData.rda
R
R/mogavs.formula.R
R/mogavsToLinear.R
R/mogavs-internal.R
R/createAdditionalPlots.R
R/summary.mogavs.R
R/cv.mogavs.R
R/getBestModelVars.R
R/plotVarUsage.R
R/mogavs.R
R/mogavs.default.R
R/getBestModel.R
MD5
DESCRIPTION
man
man/getBestModel.Rd
man/plotVarUsage.Rd
man/getBestModelVars.Rd
man/crimeData.Rd
man/mogavs.Rd
man/mogavs-package.Rd
man/mogavsToLinear.Rd
man/cv.mogavs.Rd
man/summary.mogavs.Rd
man/createAdditionalPlots.Rd
man/sampleData.Rd
mogavs documentation built on May 19, 2017, 6:25 p.m.

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