SDEFSR: Subgroup Discovery with Evolutionary Fuzzy Systems in R

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Implementation of evolutionary fuzzy systems for the data mining task called "subgroup discovery". It also provide a Shiny App for make the analysis easier. The algorithms works with data sets provided in KEEL, ARFF and CSV format and also with data.frame objects.

Author
Angel M. Garcia [aut, cre], Pedro Gonzalez [aut, cph], Cristobal J. Carmona [aut, cph], Francisco Charte [ctb], Maria J. del Jesus [aut, cph]
Date of publication
2016-07-13 10:19:14
Maintainer
Angel M. Garcia <amgv0009@red.ujaen.es>
License
LGPL (>= 3) | file LICENSE
Version
0.7.1.0
URLs

View on CRAN

Man pages

carTra
Car evaluation dataset
carTst
Car evaluation dataset
FUGEPSD
Fuzzy Genetic Programming-based learning for Subgroup...
germanTra
German Credit data set
germanTst
German Credit data set
habermanRules
Haberman survival rule set
habermanTra
Haberman survival data set
habermanTst
Haberman survival data set
MESDIF
Multiobjective Evolutionary Subgroup DIscovery Fuzzy rules...
NMEEF_SD
Non-dominated Multi-objective Evolutionary algorithm for...
plotRules
Plot a rule set generated by a SDEFSR algorithm
print.SDEFSR_Dataset
S3 function to print in console the contents of the dataset...
read.dataset
Reads a KEEL, ARFF or CSV data format file.
Rule.compatibility
Return the compatibility degrees of a rule with all instances...
SDEFSR
SDEFSR: A package for Subgroup Discovery with Evolutionary...
SDEFSR_DatasetFromDataFrame
Creates a 'SDEFSR_Dataset' object from a 'data.frame'
SDEFSR_GUI
Launch a web interface for use the algorithms easily.
SDIGA
Subgroup Discovery Iterative Genetic Algorithm (SDIGA)
sort.SDEFSR_Rules
@title Return an ordered rule set by a given quality measure...
sub-.SDEFSR_Rules
Filter rules in a 'SDEFSR_Rules' object returning a new...
summary.SDEFSR_Dataset
S3 function to summary a SDEFSR_Dataset object
tournamentSelection
Performs tournament selection for the FuGePSD algorithm

Files in this package

SDEFSR
SDEFSR/inst
SDEFSR/inst/shiny
SDEFSR/inst/shiny/ui.R
SDEFSR/inst/shiny/server.R
SDEFSR/inst/shiny/www
SDEFSR/inst/shiny/www/bootstrap.css
SDEFSR/inst/shiny/www/busy.gif
SDEFSR/inst/shiny/www/load.js
SDEFSR/inst/shiny/www/page2.md
SDEFSR/inst/shiny/optionsFile.txt
SDEFSR/inst/shiny/rulesFile.txt
SDEFSR/inst/shiny/testQM.txt
SDEFSR/inst/doc
SDEFSR/inst/doc/SDEFSRpackage.R
SDEFSR/inst/doc/SDEFSRpackage.Rmd
SDEFSR/inst/doc/SDEFSRpackage.pdf
SDEFSR/NAMESPACE
SDEFSR/NEWS.md
SDEFSR/data
SDEFSR/data/habermanTra.rda
SDEFSR/data/germanTst.rda
SDEFSR/data/habermanTst.rda
SDEFSR/data/habermanRules.rda
SDEFSR/data/carTra.rda
SDEFSR/data/carTst.rda
SDEFSR/data/germanTra.rda
SDEFSR/R
SDEFSR/R/FuGePSD.R
SDEFSR/R/www
SDEFSR/R/www/busy.gif
SDEFSR/R/www/load.js
SDEFSR/R/Fuzzy.R
SDEFSR/R/QualityMeasures.R
SDEFSR/R/Utils.R
SDEFSR/R/read_arff.R
SDEFSR/R/SDIGA.R
SDEFSR/R/exportedFunctions.R
SDEFSR/R/PackageDoc.R
SDEFSR/R/MESDIF.R
SDEFSR/R/ga.R
SDEFSR/R/readData.R
SDEFSR/R/NMEEFSD.R
SDEFSR/R/datasets.R
SDEFSR/vignettes
SDEFSR/vignettes/Interfaz2.PNG
SDEFSR/vignettes/garcia-charte-gonzalez-carmona-deljesus.bibtex
SDEFSR/vignettes/NMEEFSchema.PNG
SDEFSR/vignettes/SDEFSRpackage.Rmd
SDEFSR/vignettes/Interfaz1.PNG
SDEFSR/vignettes/salida.tex
SDEFSR/vignettes/MESDIFSchema.PNG
SDEFSR/vignettes/IEEEtran.cls
SDEFSR/MD5
SDEFSR/build
SDEFSR/build/vignette.rds
SDEFSR/DESCRIPTION
SDEFSR/man
SDEFSR/man/MESDIF.Rd
SDEFSR/man/SDIGA.Rd
SDEFSR/man/tournamentSelection.Rd
SDEFSR/man/germanTst.Rd
SDEFSR/man/habermanRules.Rd
SDEFSR/man/carTst.Rd
SDEFSR/man/habermanTst.Rd
SDEFSR/man/sub-.SDEFSR_Rules.Rd
SDEFSR/man/SDEFSR_DatasetFromDataFrame.Rd
SDEFSR/man/NMEEF_SD.Rd
SDEFSR/man/SDEFSR.Rd
SDEFSR/man/carTra.Rd
SDEFSR/man/SDEFSR_GUI.Rd
SDEFSR/man/sort.SDEFSR_Rules.Rd
SDEFSR/man/germanTra.Rd
SDEFSR/man/plotRules.Rd
SDEFSR/man/print.SDEFSR_Dataset.Rd
SDEFSR/man/FUGEPSD.Rd
SDEFSR/man/habermanTra.Rd
SDEFSR/man/summary.SDEFSR_Dataset.Rd
SDEFSR/man/read.dataset.Rd
SDEFSR/man/Rule.compatibility.Rd
SDEFSR/LICENSE