tidylda: Latent Dirichlet Allocation Using 'tidyverse' Conventions
Implements an algorithm for Latent Dirichlet Allocation (LDA), Blei et at. (2003) <https://www.jmlr.org/papers/volume3/blei03a/blei03a.pdf>, using style conventions from the 'tidyverse', Wickham et al. (2019)<doi:10.21105/joss.01686>, and 'tidymodels', Kuhn et al.<https://tidymodels.github.io/model-implementation-principles/>. Fitting is done via collapsed Gibbs sampling. Also implements several novel features for LDA such as guided models and transfer learning.
| Version: | 0.0.7 |
| Depends: | R (≥ 3.5.0) |
| Imports: | dplyr,generics,gtools,Matrix, methods,mvrsquared (≥0.1.0),Rcpp (≥ 1.0.2),rlang, stats,stringr,tibble,tidyr,tidytext |
| LinkingTo: | Rcpp,RcppArmadillo,RcppProgress,RcppThread |
| Suggests: | ggplot2,knitr, parallel,quanteda,testthat,tm,slam,spelling,covr,rmarkdown |
| Published: | 2025-11-14 |
| DOI: | 10.32614/CRAN.package.tidylda |
| Author: | Tommy Jones [aut, cre], Brendan Knapp [ctb], Barum Park [ctb] |
| Maintainer: | Tommy Jones <jones.thos.w at gmail.com> |
| BugReports: | https://github.com/TommyJones/tidylda/issues |
| License: | MIT + fileLICENSE |
| URL: | https://github.com/TommyJones/tidylda/ |
| NeedsCompilation: | yes |
| Language: | en-US |
| Materials: | README,NEWS |
| CRAN checks: | tidylda results |
Documentation:
| Reference manual: | tidylda.html ,tidylda.pdf |
| Vignettes: | Probabilistic Coherence (source,R code) Transfer Learning with LDA (tLDA) (source,R code) Introduction to tidylda (source,R code) |
Downloads:
| Package source: | tidylda_0.0.7.tar.gz |
| Windows binaries: | r-devel:tidylda_0.0.7.zip, r-release:tidylda_0.0.7.zip, r-oldrel:tidylda_0.0.7.zip |
| macOS binaries: | r-release (arm64):tidylda_0.0.7.tgz, r-oldrel (arm64):tidylda_0.0.7.tgz, r-release (x86_64):tidylda_0.0.7.tgz, r-oldrel (x86_64):tidylda_0.0.7.tgz |
| Old sources: | tidylda archive |
Linking:
Please use the canonical formhttps://CRAN.R-project.org/package=tidyldato link to this page.