Package: quanteda.textmodels 0.9.10

Kenneth Benoit

quanteda.textmodels: Scaling Models and Classifiers for Textual Data

Scaling models and classifiers for sparse matrix objects representing textual data in the form of a document-feature matrix. Includes original implementations of 'Laver', 'Benoit', and Garry's (2003) <doi:10.1017/S0003055403000698>, 'Wordscores' model, the Perry and 'Benoit' (2017) <doi:10.48550/arXiv.1710.08963> class affinity scaling model, and the 'Slapin' and 'Proksch' (2008) <doi:10.1111/j.1540-5907.2008.00338.x> 'wordfish' model, as well as methods for correspondence analysis, latent semantic analysis, and fast Naive Bayes and linear 'SVMs' specially designed for sparse textual data.

Authors:Kenneth Benoit [cre, aut, cph], Kohei Watanabe [aut], Haiyan Wang [aut], Patrick O. Perry [aut], Benjamin Lauderdale [aut], Johannes Gruber [aut], William Lowe [aut], Vikas Sindhwani [cph], European Research Council [fnd]

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manual.pdf |manual.html
card.svg |card.png
quanteda.textmodels/json (API)
NEWS

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

Bug tracker:https://github.com/quanteda/quanteda.textmodels/issues

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

On CRAN:

Conda:

openblascpp

9.10 score 46 stars 1 packages 522 scripts 1.7k downloads 15 mentions 16 exports 25 dependencies

Last updated from:77a137ade9. Checks:2 ERROR, 11 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64ERROR227
linux-devel-x86_64OK240
source / vignettesOK408
linux-release-arm64ERROR237
linux-release-x86_64OK244
macos-release-arm64OK129
macos-release-x86_64OK255
macos-oldrel-arm64OK125
macos-oldrel-x86_64OK364
windows-develOK180
windows-releaseOK178
windows-oldrelOK211
wasm-releaseOK144

Exports:affinityas.coefficients_textmodelas.statistics_textmodelas.summary.textmodelcoefficients.textmodel_cacoefficients.textmodel_lsacoefficients.textmodel_wordfishtextmodel_affinitytextmodel_catextmodel_lrtextmodel_lsatextmodel_nbtextmodel_svmlintextmodel_wordfishtextmodel_wordscorestextplot_influence

Dependencies:clicodetoolsfastmatchforeachglmnetISOcodesiteratorsjsonlitelatticelifecyclemagrittrMatrixquantedaRcppRcppArmadilloRcppEigenrlangRSpectrashapeSnowballCstopwordsstringisurvivalxml2yaml

textmodel Performance Comparisons

Rendered fromtextmodel_performance.Rmdusingknitr::rmarkdownon May 11 2026.

Last update: 2024-04-10
Started: 2020-03-11