Package: SDEFSR 0.7.22

SDEFSR: Subgroup Discovery with Evolutionary Fuzzy Systems

Implementation of evolutionary fuzzy systems for the data mining task called "subgroup discovery". In particular, the algorithms presented in this package are: M. J. del Jesus, P. Gonzalez, F. Herrera, M. Mesonero (2007) <doi:10.1109/TFUZZ.2006.890662> M. J. del Jesus, P. Gonzalez, F. Herrera (2007) <doi:10.1109/MCDM.2007.369416> C. J. Carmona, P. Gonzalez, M. J. del Jesus, F. Herrera (2010) <doi:10.1109/TFUZZ.2010.2060200> C. J. Carmona, V. Ruiz-Rodado, M. J. del Jesus, A. Weber, M. Grootveld, P. González, D. Elizondo (2015) <doi:10.1016/j.ins.2014.11.030> It also provide a Shiny App to ease the analysis. The algorithms work with data sets provided in KEEL, ARFF and CSV format and also with data.frame objects.

Authors:Angel M. Garcia [aut, cre], Pedro Gonzalez [aut, cph], Cristobal J. Carmona [aut, cph], Francisco Charte [ctb], Maria J. del Jesus [aut, cph]

SDEFSR_0.7.22.tar.gz
SDEFSR_0.7.22.zip(r-4.5)SDEFSR_0.7.22.zip(r-4.4)SDEFSR_0.7.22.zip(r-4.3)
SDEFSR_0.7.22.tgz(r-4.4-any)SDEFSR_0.7.22.tgz(r-4.3-any)
SDEFSR_0.7.22.tar.gz(r-4.5-noble)SDEFSR_0.7.22.tar.gz(r-4.4-noble)
SDEFSR_0.7.22.tgz(r-4.4-emscripten)SDEFSR_0.7.22.tgz(r-4.3-emscripten)
SDEFSR.pdf |SDEFSR.html
SDEFSR/json (API)

# Install 'SDEFSR' in R:
install.packages('SDEFSR', repos = c('https://agvico.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/simidat/sdefsr/issues

Datasets:

On CRAN:

2.53 score 34 scripts 148 downloads 7 exports 52 dependencies

Last updated 4 years agofrom:eb28dd2cfb. Checks:OK: 1 WARNING: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 26 2024
R-4.5-winWARNINGOct 26 2024
R-4.5-linuxWARNINGOct 26 2024
R-4.4-winWARNINGOct 26 2024
R-4.4-macWARNINGOct 26 2024
R-4.3-winWARNINGOct 26 2024
R-4.3-macWARNINGOct 26 2024

Exports:FUGEPSDMESDIFNMEEF_SDread.datasetSDEFSR_DatasetFromDataFrameSDEFSR_GUISDIGA

Dependencies:base64encbslibcachemclicolorspacecommonmarkcrayondigestfansifarverfastmapfontawesomeforeignfsggplot2gluegtablehtmltoolshttpuvisobandjquerylibjsonlitelabelinglaterlatticelifecyclemagrittrMASSMatrixmemoisemgcvmimemunsellnlmepillarpkgconfigpromisesR6rappdirsRColorBrewerRcpprlangsassscalesshinysourcetoolstibbleutf8vctrsviridisLitewithrxtable

Subgroup Discovery with Evolutionary Fuzzy Systems in R: the SDEFSR Package

Rendered fromSDEFSRpackage.Rmdusingknitr::rmarkdownon Oct 26 2024.

Last update: 2021-04-30
Started: 2016-07-13

Readme and manuals

Help Manual

Help pageTopics
Filter rules in a 'SDEFSR_Rules' object returning a new 'SDEFSR_Rules' object[.SDEFSR_Rules
S3 function to convert into a data.frame the SDEFSR dataset This function converts a SDEFSR_Dataset object into a data.frameas.data.frame.SDEFSR_Dataset
Car evaluation datasetcarTra
Car evaluation datasetcarTst
Fuzzy Genetic Programming-based learning for Subgroup Discovery (FuGePSD) Algorithm.FUGEPSD
German Credit data setgermanTra
German Credit data setgermanTst
Haberman survival rule sethabermanRules
Haberman survival data sethabermanTra
Haberman survival data sethabermanTst
Multiobjective Evolutionary Subgroup DIscovery Fuzzy rules (MESDIF) AlgorithmMESDIF
Non-dominated Multi-objective Evolutionary algorithm for Extracting Fuzzy rules in Subgroup Discovery (NMEEF-SD)NMEEF_SD
Plot a rule set generated by a SDEFSR algorithmplot.SDEFSR_Rules
S3 function to print in console the contents of the dataset This function shows the matrix of data uncoded.print.SDEFSR_Dataset
Reads a KEEL, ARFF or CSV data format file.read.dataset
SDEFSR: A package for Subgroup Discovery with Evolutionary Fuzzy Systems in RSDEFSR
Creates a 'SDEFSR_Dataset' object from a 'data.frame'SDEFSR_DatasetFromDataFrame
Launch a web interface for use the algorithms easily.SDEFSR_GUI
Subgroup Discovery Iterative Genetic Algorithm (SDIGA)SDIGA
@title Return an ordered rule set by a given quality measure @description This function sorts a rule set in descendant order by a given quality measure that are available on the objectsort.SDEFSR_Rules
S3 function to summary a SDEFSR_Dataset objectsummary.SDEFSR_Dataset