SDEFSR: Subgroup Discovery with Evolutionary Fuzzy Systems in R
Version 0.7.1.0

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.

Browse man pages Browse package API and functions Browse package files

AuthorAngel M. Garcia [aut, cre], Pedro Gonzalez [aut, cph], Cristobal J. Carmona [aut, cph], Francisco Charte [ctb], Maria J. del Jesus [aut, cph]
Date of publication2016-07-13 10:19:14
MaintainerAngel M. Garcia <amgv0009@red.ujaen.es>
LicenseLGPL (>= 3) | file LICENSE
Version0.7.1.0
URL https://github.com/aklxao2/SDR
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("SDEFSR")

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

Functions

CrispIntervals Source code
Csupport Source code
FLocalSupport Source code
FUGEPSD Man page Source code
Fsupport Source code
FuGePSD_Mutation Source code
FuGePSD_crossover Source code
FuzzyIntervals Source code
MESDIF Man page Source code
NMEEF_SD Man page Source code
Pop.evaluate Source code
Pop.fuzzyReasoningMethod Source code
Rule.addLabel Source code
Rule.addVariable Source code
Rule.changeLabel Source code
Rule.clearAntecedent Source code
Rule.compatibility Man page Source code
Rule.deleteVariable Source code
Rule.evaluate Source code
Rule.exchangeVariables Source code
Rule.toCANVectorRepresentation Source code
SDEFSR Man page
SDEFSR-package Man page
SDEFSR_DatasetFromARFF Source code
SDEFSR_DatasetFromCSV Source code
SDEFSR_DatasetFromDataFrame Man page Source code
SDEFSR_GUI Man page Source code
SDIGA Man page Source code
[.SDEFSR_Rules Man page
accuracy Source code
addSDEFSR_DatasetRegister Source code
calculateDominance Source code
carTra Man page
carTst Man page
changeTargetVariable Source code
checkElement Source code
compareCAN Source code
compareDNF Source code
confidence Source code
coverage Source code
createCrispIntervals Source code
createHumanReadableRule Source code
createNewFuzzyAntecedent Source code
createNewRule Source code
create_fuzzyIntervals Source code
crispBelongingDegree Source code
crowdingDistance Source code
detect_sparsity Source code
eraseGene Source code
executeGA Source code
executionPSD Source code
fillPopulation Source code
findRule Source code
fitnessFuGePSD Source code
fitnessFunction Source code
fitnessMESDIF Source code
fuzzyBelongingDegree Source code
fuzzyConfidence Source code
gaCAN_Mutation Source code
gaFuGePSD Source code
gaMESDIF Source code
gaMESDIF_Mutation Source code
gaNMEEF Source code
gaNMEEF_Mutation Source code
gaSDIGA Source code
ga_MESDIFBinTournamentSelection Source code
ga_SDIgaSelection Source code
ga_dpCrossover Source code
generarPoblacionNMEEF Source code
generateMESDIFPopulation Source code
generatePopulation Source code
germanTra Man page
germanTst Man page
getBestRule Source code
getClassAttributes Source code
getFuzzyValues Source code
getMatrixSelector Source code
getMaxCrispForAVariable2 Source code
getMaxFuzzyForAVariable2 Source code
getParticipants Source code
getValuesForQualityMeasures Source code
getVariableAndValue Source code
giveMeSets Source code
habermanRules Man page
habermanTra Man page
habermanTst Man page
improvedTable Source code
join Source code
localSearch Source code
markExamples Source code
modifyFuzzyCrispIntervals Source code
mutate Source code
mutateMESDIF Source code
mutateNMEEF Source code
norm_unusualness Source code
normalizeDNFRule Source code
ocalSupport Source code
parseObjectives Source code
parseTime Source code
parse_attributes Source code
parse_nonsparse_data Source code
parse_sparse_data Source code
plotRules Man page Source code
preprocessHeader Source code
print.SDEFSR_Dataset Man page Source code
print.rule Source code
printFuGePSDParameters Source code
processData Source code
processLine Source code
proveRule Source code
qsort Source code
randDouble Source code
randInt Source code
randIntClosed Source code Source code
randIntExcluded Source code
reInitPob Source code
read.dataset Man page Source code
read.parametersFile2 Source code
readFile Source code
read_arff Source code
read_header Source code
save.SDEFSR_Dataset Source code
selectionNMEEF Source code
sensitivity Source code
separate Source code
show_parameters Source code
significance Source code
sort.SDEFSR_Rules Man page Source code
summary.SDEFSR_Dataset Man page Source code
tokenCompetition Source code
tournamentSelection Man page Source code
truncOperator Source code
unusualness Source code
volSphere Source code
writeRuleFile Source code
writeTestQMFile Source code
yesno Source code

Files

inst
inst/shiny
inst/shiny/ui.R
inst/shiny/server.R
inst/shiny/www
inst/shiny/www/bootstrap.css
inst/shiny/www/busy.gif
inst/shiny/www/load.js
inst/shiny/www/page2.md
inst/shiny/optionsFile.txt
inst/shiny/rulesFile.txt
inst/shiny/testQM.txt
inst/doc
inst/doc/SDEFSRpackage.R
inst/doc/SDEFSRpackage.Rmd
inst/doc/SDEFSRpackage.pdf
NAMESPACE
NEWS.md
data
data/habermanTra.rda
data/germanTst.rda
data/habermanTst.rda
data/habermanRules.rda
data/carTra.rda
data/carTst.rda
data/germanTra.rda
R
R/FuGePSD.R
R/www
R/www/busy.gif
R/www/load.js
R/Fuzzy.R
R/QualityMeasures.R
R/Utils.R
R/read_arff.R
R/SDIGA.R
R/exportedFunctions.R
R/PackageDoc.R
R/MESDIF.R
R/ga.R
R/readData.R
R/NMEEFSD.R
R/datasets.R
vignettes
vignettes/Interfaz2.PNG
vignettes/garcia-charte-gonzalez-carmona-deljesus.bibtex
vignettes/NMEEFSchema.PNG
vignettes/SDEFSRpackage.Rmd
vignettes/Interfaz1.PNG
vignettes/salida.tex
vignettes/MESDIFSchema.PNG
vignettes/IEEEtran.cls
MD5
build
build/vignette.rds
DESCRIPTION
man
man/MESDIF.Rd
man/SDIGA.Rd
man/tournamentSelection.Rd
man/germanTst.Rd
man/habermanRules.Rd
man/carTst.Rd
man/habermanTst.Rd
man/sub-.SDEFSR_Rules.Rd
man/SDEFSR_DatasetFromDataFrame.Rd
man/NMEEF_SD.Rd
man/SDEFSR.Rd
man/carTra.Rd
man/SDEFSR_GUI.Rd
man/sort.SDEFSR_Rules.Rd
man/germanTra.Rd
man/plotRules.Rd
man/print.SDEFSR_Dataset.Rd
man/FUGEPSD.Rd
man/habermanTra.Rd
man/summary.SDEFSR_Dataset.Rd
man/read.dataset.Rd
man/Rule.compatibility.Rd
LICENSE
SDEFSR documentation built on May 19, 2017, 8:07 a.m.