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-4.7)VICatMix_1.0.zip(r-4.6)VICatMix_1.0.zip(r-4.5)
VICatMix_1.0.tgz(r-4.6-x86_64)VICatMix_1.0.tgz(r-4.6-arm64)VICatMix_1.0.tgz(r-4.5-x86_64)VICatMix_1.0.tgz(r-4.5-arm64)
VICatMix_1.0.tar.gz(r-4.7-arm64)VICatMix_1.0.tar.gz(r-4.7-x86_64)VICatMix_1.0.tar.gz(r-4.6-arm64)VICatMix_1.0.tar.gz(r-4.6-x86_64)
VICatMix_1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
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:

cpp

3.10 score 1 stars 25 scripts 187 downloads 8 exports 80 dependencies

Last updated from:069694524f. Checks:13 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK148
linux-devel-x86_64OK159
source / vignettesOK183
linux-release-arm64OK166
linux-release-x86_64OK159
macos-release-arm64OK232
macos-release-x86_64OK262
macos-oldrel-arm64OK166
macos-oldrel-x86_64OK302
windows-develOK130
windows-releaseOK190
windows-oldrelOK133
wasm-releaseOK120

Exports:generateSampleDataBingenerateSampleDataCatminVIrunVICatMixrunVICatMixAvgrunVICatMixVarSelrunVICatMixVarSelAvgVI.lb

Dependencies:base64encbitbit64bslibcachemclassclassIntclicliprcombinatcommonmarkcpp11crayondigestdplyre1071fastmapfontawesomeforcatsfsgenericsgluegtoolshavenhighrhmshtmltoolshttpuvjquerylibjsonliteKernSmoothklaRlabelledlaterlifecyclelpSolvemagrittrMASSmatrixStatsmcclustmemoisemimeminiUIotelpillarpkgconfigprettyunitsprogresspromisesproxypurrrquestionrR.cacheR.methodsS3R.ooR.utilsR6rappdirsRcppRcppArmadilloreadrrlangrprojrootrstudioapisassshinysourcetoolsstringistringrstylertibbletidyrtidyselecttzdbutf8vctrsvroomwithrxfunxtable