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-x86_64)keyATM_0.5.5.zip(r-4.7-arm64)keyATM_0.5.5.zip(r-4.6-x86_64)keyATM_0.5.5.zip(r-4.6-arm64)keyATM_0.5.5.zip(r-4.5-x86_64)
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

6.72 score 120 stars 125 scripts 590 downloads 23 exports 55 dependencies

Last updated from:710e374ed4. Checks:4 NOTE, 11 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64NOTE239
linux-devel-x86_64NOTE269
source / vignettesOK241
linux-release-arm64OK236
linux-release-x86_64OK264
macos-release-arm64OK236
macos-release-x86_64OK392
macos-oldrel-arm64OK246
macos-oldrel-x86_64OK895
windows-devel-arm64NOTE479
windows-devel-x86_64NOTE314
windows-release-arm64OK492
windows-release-x86_64OK286
windows-oldrel-x86_64OK234
wasm-releaseOK162

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