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-x86_64)VICatMix_1.0.zip(r-4.7-arm64)VICatMix_1.0.zip(r-4.6-x86_64)VICatMix_1.0.zip(r-4.6-arm64)VICatMix_1.0.zip(r-4.5-x86_64)
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✨
DESCRIPTION
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

3.20 score 1 stars 32 scripts 254 downloads 8 exports 80 dependencies

Last updated from:069694524f. Checks:15 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK127
linux-devel-x86_64OK163
source / vignettesOK271
linux-release-arm64OK123
linux-release-x86_64OK154
macos-release-arm64OK134
macos-release-x86_64OK346
macos-oldrel-arm64OK180
macos-oldrel-x86_64OK409
windows-devel-arm64OK387
windows-devel-x86_64OK175
windows-release-arm64OK378
windows-release-x86_64OK138
windows-oldrel-x86_64OK126
wasm-releaseOK117

Exports:generateSampleDataBingenerateSampleDataCatminVIrunVICatMixrunVICatMixAvgrunVICatMixVarSelrunVICatMixVarSelAvgVI.lb

Dependencies:base64encbitbit64bslibcachemclassclassIntclicliprcombinatcommonmarkcpp11crayondigestdplyre1071fastmapfontawesomeforcatsfsgenericsgluegtoolshavenhighrhmshtmltoolshttpuvjquerylibjsonliteKernSmoothklaRlabelledlaterlifecyclelpSolvemagrittrMASSmatrixStatsmcclustmemoisemimeminiUIotelpillarpkgconfigprettyunitsprogresspromisesproxypurrrquestionrR.cacheR.methodsS3R.ooR.utilsR6rappdirsRcppRcppArmadilloreadrrlangrprojrootrstudioapisassshinysourcetoolsstringistringrstylertibbletidyrtidyselecttzdbutf8vctrsvroomwithrxfunxtable