Package: keyATM 0.5.5

Shusei Eshima

keyATM: Keyword Assisted Topic Models

Fits keyword assisted topic models (keyATM) using collapsed Gibbs samplers. The keyATM combines the latent dirichlet allocation (LDA) models with a small number of keywords selected by researchers in order to improve the interpretability and topic classification of the LDA. The keyATM can also incorporate covariates and directly model time trends. The keyATM is proposed in Eshima, Imai, and Sasaki (2024) <doi:10.1111/ajps.12779>.

Authors:Shusei Eshima [aut, cre], Tomoya Sasaki [aut], Kosuke Imai [aut], Chung-hong Chan [ctb], Romain François [ctb], Martin Feldkircher [ctb], William Lowe [ctb], Seo-young Silvia Kim [ctb]

keyATM_0.5.5.tar.gz
keyATM_0.5.5.zip(r-4.7)keyATM_0.5.5.zip(r-4.6)keyATM_0.5.5.zip(r-4.5)
keyATM_0.5.5.tgz(r-4.6-x86_64)keyATM_0.5.5.tgz(r-4.6-arm64)keyATM_0.5.5.tgz(r-4.5-x86_64)keyATM_0.5.5.tgz(r-4.5-arm64)
keyATM_0.5.5.tar.gz(r-4.7-arm64)keyATM_0.5.5.tar.gz(r-4.7-x86_64)keyATM_0.5.5.tar.gz(r-4.6-arm64)keyATM_0.5.5.tar.gz(r-4.6-x86_64)
keyATM_0.5.5.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
keyATM/json (API)

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

Bug tracker:https://github.com/keyatm/keyatm/issues

Pkgdown/docs site:https://keyatm.github.io

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

On CRAN:

Conda:

latent-dirichlet-allocationnatural-language-processingpolitical-sciencercpprcppeigensocial-sciencetopic-modelscpp

6.95 score 119 stars 107 scripts 452 downloads 23 exports 55 dependencies

Last updated from:710e374ed4. Checks:13 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK258
linux-devel-x86_64OK269
source / vignettesOK229
linux-release-arm64OK266
linux-release-x86_64OK277
macos-release-arm64OK300
macos-release-x86_64OK686
macos-oldrel-arm64OK241
macos-oldrel-x86_64OK560
windows-develOK231
windows-releaseOK287
windows-oldrelOK272
wasm-releaseOK175

Exports:by_strata_DocTopicby_strata_TopicWordcovariates_getcovariates_infokeyATMkeyATM_readkeyATMvbmultiPGregplot_alphaplot_modelfitplot_piplot_timetrendplot_topicpropread_keywordsrefine_keywordssave_figsemantic_coherencetop_docstop_topicstop_wordsvalues_figvisualize_keywordsweightedLDA

Dependencies:clicodetoolscpp11digestdplyrfarverfastmapfastmatchfsfuturefuture.applygenericsggplot2ggrepelglobalsgluegtableisobandISOcodesjsonlitelabelinglatticelifecyclelistenvmagrittrMASSMatrixmatrixNormalmvtnormparallellypgdrawpillarpkgconfigpurrrquantedaR6RColorBrewerRcppRcppEigenrlangS7scalesSnowballCstopwordsstringistringrtibbletidyrtidyselectutf8vctrsviridisLitewithrxml2yaml