Package: VarSelLCM 2.1.3.2

Mohammed Sedki

VarSelLCM: Variable Selection for Model-Based Clustering of Mixed-Type Data Set with Missing Values

Full model selection (detection of the relevant features and estimation of the number of clusters) for model-based clustering (see reference here <doi:10.1007/s11222-016-9670-1>). Data to analyze can be continuous, categorical, integer or mixed. Moreover, missing values can occur and do not necessitate any pre-processing. Shiny application permits an easy interpretation of the results.

Authors:Matthieu Marbac [aut], Mohammed Sedki [aut, cre]

VarSelLCM_2.1.3.2.tar.gz
VarSelLCM_2.1.3.2.zip(r-4.7)VarSelLCM_2.1.3.2.zip(r-4.6)VarSelLCM_2.1.3.2.zip(r-4.5)
VarSelLCM_2.1.3.2.tgz(r-4.6-x86_64)VarSelLCM_2.1.3.2.tgz(r-4.6-arm64)VarSelLCM_2.1.3.2.tgz(r-4.5-x86_64)VarSelLCM_2.1.3.2.tgz(r-4.5-arm64)
VarSelLCM_2.1.3.2.tar.gz(r-4.7-arm64)VarSelLCM_2.1.3.2.tar.gz(r-4.7-x86_64)VarSelLCM_2.1.3.2.tar.gz(r-4.6-arm64)VarSelLCM_2.1.3.2.tar.gz(r-4.6-x86_64)
VarSelLCM_2.1.3.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
VarSelLCM/json (API)
NEWS

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

Bug tracker:https://r-forge.r-project.org/projects/varsellcm

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
Datasets:
  • heart - Statlog (Heart) Data Set

On CRAN:

Conda:

openblascpp

4.96 score 2 packages 51 scripts 403 downloads 3 mentions 16 exports 46 dependencies

Last updated from:485906166c. Checks:13 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK277
linux-devel-x86_64OK268
source / vignettesOK379
linux-release-arm64OK280
linux-release-x86_64OK262
macos-release-arm64OK199
macos-release-x86_64OK314
macos-oldrel-arm64OK187
macos-oldrel-x86_64OK418
windows-develOK289
windows-releaseOK311
windows-oldrelOK261
wasm-releaseOK208

Exports:AICARIBICcoefcoefficientsfittedfitted.valuesICLMICLplotpredictprintsummaryVarSelClusterVarSelImputationVarSelShiny

Dependencies:base64encbslibcachemclicommonmarkcpp11digestfarverfastmapfontawesomefsggplot2gluegtablehtmltoolshttpuvisobandjquerylibjsonlitelabelinglaterlatticelifecyclemagrittrMatrixmemoisemgcvmimenlmeotelpromisesR6rappdirsRColorBrewerRcppRcppArmadillorlangS7sassscalesshinysourcetoolsvctrsviridisLitewithrxtable

Vignette VarSelLCM

Rendered fromVarSelLCM.Rmdusingknitr::rmarkdownon May 17 2026.

Last update: 2025-09-19
Started: 2015-06-23

Readme and manuals

Help Manual

Help pageTopics
Variable Selection for Model-Based Clustering of Mixed-Type Data Set with Missing ValuesVarSelLCM-package VarSelLCM
AIC criterion.AIC AIC,VSLCMresults-method
Adjusted Rand IndexARI
BIC criterion.BIC BIC,VSLCMresults-method
Extract the parameterscoef coef,VSLCMresults-method
Extract the parameterscoefficients coefficients,VSLCMresults-method
Extract the partition or the probabilities of classificationfitted fitted,VSLCMresults-method
Extract the partition or the probabilities of classificationfitted.values fitted.values,VSLCMresults-method
Statlog (Heart) Data Setheart
ICL criterionICL
MICL criterionMICL
Plots of an instance of 'VSLCMresults'plot plot,VSLCMresults,ANY-method plot,VSLCMresults,character-method plot,VSLCMresults-method
Prediction of the cluster membershipspredict predict,VSLCMresults-method
Print function.print print,VSLCMresults-method
Summary function.summary summary,VSLCMresults-method
Variable selection and clustering.VarSelCluster
Imputation of missing valuesVarSelImputation
Shiny app for analyzing results from VarSelClusterVarSelShiny
Constructor of 'VSLCMcriteria' classVSLCMcriteria-class
Constructor of 'VSLCMdata' classVSLCMdata-class
Constructor of 'VSLCMmodel' classVSLCMmodel-class
Constructor of 'VSLCMparam' classVSLCMparam-class
Constructor of 'VSLCMparamCategorical' classVSLCMparamCategorical-class
Constructor of 'VSLCMparamContinuous' classVSLCMparamContinuous-class
Constructor of 'VSLCMparamInteger' classVSLCMparamInteger-class
Constructor of 'VSLCMpartitions' classVSLCMpartitions-class
Constructor of 'VSLCMresults' classVSLCMresults-class
Constructor of 'VSLCMstrategy' classVSLCMstrategy-class