Package: VICatMix 1.0

Jackie Rao

VICatMix: Variational Mixture Models for Clustering Categorical Data

A variational Bayesian finite mixture model for the clustering of categorical data, and can implement variable selection and semi-supervised outcome guiding if desired. Incorporates an option to perform model averaging over multiple initialisations to reduce the effects of local optima and improve the automatic estimation of the true number of clusters. For further details, see the paper by Rao and Kirk (2024) <doi:10.48550/arXiv.2406.16227>.

Authors:Jackie Rao [aut, cre], Paul D.W Kirk [ths], Sara Wade [ctb], Colin Starr [ctb], John Maddock [cph]

VICatMix_1.0.tar.gz
VICatMix_1.0.zip(r-4.5)VICatMix_1.0.zip(r-4.4)VICatMix_1.0.zip(r-4.3)
VICatMix_1.0.tgz(r-4.5-x86_64)VICatMix_1.0.tgz(r-4.5-arm64)VICatMix_1.0.tgz(r-4.4-x86_64)VICatMix_1.0.tgz(r-4.4-arm64)VICatMix_1.0.tgz(r-4.3-x86_64)VICatMix_1.0.tgz(r-4.3-arm64)
VICatMix_1.0.tar.gz(r-4.5-noble)VICatMix_1.0.tar.gz(r-4.4-noble)
VICatMix_1.0.tgz(r-4.4-emscripten)VICatMix_1.0.tgz(r-4.3-emscripten)
VICatMix.pdf |VICatMix.html
VICatMix/json (API)

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

Bug tracker:https://github.com/j-ackierao/vicatmix/issues

Uses libs:
  • c++– GNU Standard C++ Library v3

On CRAN:

Conda-Forge:

cpp

4.18 score 25 scripts 145 downloads 8 exports 80 dependencies

Last updated 3 months agofrom:069694524f. Checks:11 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKFeb 25 2025
R-4.5-win-x86_64OKFeb 25 2025
R-4.5-mac-x86_64OKFeb 25 2025
R-4.5-mac-aarch64OKFeb 25 2025
R-4.5-linux-x86_64OKFeb 25 2025
R-4.4-win-x86_64OKFeb 25 2025
R-4.4-mac-x86_64OKFeb 25 2025
R-4.4-mac-aarch64OKFeb 25 2025
R-4.3-win-x86_64OKFeb 25 2025
R-4.3-mac-x86_64OKFeb 25 2025
R-4.3-mac-aarch64OKFeb 25 2025

Exports:generateSampleDataBingenerateSampleDataCatminVIrunVICatMixrunVICatMixAvgrunVICatMixVarSelrunVICatMixVarSelAvgVI.lb

Dependencies:base64encbitbit64bslibcachemclassclassIntclicliprcombinatcommonmarkcpp11crayondigestdplyre1071fansifastmapfontawesomeforcatsfsgenericsgluegtoolshavenhighrhmshtmltoolshttpuvjquerylibjsonliteKernSmoothklaRlabelledlaterlifecyclelpSolvemagrittrMASSmatrixStatsmcclustmemoisemimeminiUIpillarpkgconfigprettyunitsprogresspromisesproxypurrrquestionrR.cacheR.methodsS3R.ooR.utilsR6rappdirsRcppRcppArmadilloreadrrlangrprojrootrstudioapisassshinysourcetoolsstringistringrstylertibbletidyrtidyselecttzdbutf8vctrsvroomwithrxfunxtable