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:
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-4.4-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
Last updated 9 hours agofrom:069694524f. Checks:OK: 9. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Nov 27 2024 |
| R-4.5-win-x86_64 | OK | Nov 27 2024 |
| R-4.5-linux-x86_64 | OK | Nov 27 2024 |
| R-4.4-win-x86_64 | OK | Nov 27 2024 |
| R-4.4-mac-x86_64 | OK | Nov 27 2024 |
| R-4.4-mac-aarch64 | OK | Nov 27 2024 |
| R-4.3-win-x86_64 | OK | Nov 27 2024 |
| R-4.3-mac-x86_64 | OK | Nov 27 2024 |
| R-4.3-mac-aarch64 | OK | Nov 27 2024 |
Exports:generateSampleDataBingenerateSampleDataCatminVIrunVICatMixrunVICatMixAvgrunVICatMixVarSelrunVICatMixVarSelAvgVI.lb
Dependencies:base64encbitbit64bslibcachemclassclassIntclicliprcombinatcommonmarkcpp11crayondigestdplyre1071fansifastmapfontawesomeforcatsfsgenericsgluegtoolshavenhighrhmshtmltoolshttpuvjquerylibjsonliteKernSmoothklaRlabelledlaterlifecyclelpSolvemagrittrMASSmatrixStatsmcclustmemoisemimeminiUIpillarpkgconfigprettyunitsprogresspromisesproxypurrrquestionrR.cacheR.methodsS3R.ooR.utilsR6rappdirsRcppRcppArmadilloreadrrlangrprojrootrstudioapisassshinysourcetoolsstringistringrstylertibbletidyrtidyselecttzdbutf8vctrsvroomwithrxfunxtable
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| generateSampleDataBin | generateSampleDataBin |
| generateSampleDataCat | generateSampleDataCat |
| Minimize the posterior expected Variation of Information | minVI |
| runVICatMix | runVICatMix |
| runVICatMixAvg | runVICatMixAvg |
| runVICatMixVarSel | runVICatMixVarSel |
| runVICatMixVarSelAvg | runVICatMixVarSelAvg |
| Compute the modified Variation of Information from swapping log and expectation. | VI.lb |