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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.

Version: 0.9.9
Depends: R (≥ 3.1.0), methods
Imports: glmnet, LiblineaR, Matrix (≥ 1.2), quanteda (≥ 4.0.0), RSpectra, Rcpp (≥ 0.12.12), SparseM, stringi
LinkingTo: Rcpp, RcppArmadillo (≥ 0.7.600.1.0), quanteda
Suggests: ca, covr, fastNaiveBayes, knitr, lsa, microbenchmark, naivebayes, quanteda.textplots, spelling, testthat, rmarkdown
Published: 2024-09-03
DOI: 10.32614/CRAN.package.quanteda.textmodels
Author: Kenneth Benoit ORCID iD [cre, aut, cph], Kohei Watanabe ORCID iD [aut], Haiyan Wang ORCID iD [aut], Patrick O. Perry ORCID iD [aut], Benjamin Lauderdale ORCID iD [aut], Johannes Gruber ORCID iD [aut], William Lowe ORCID iD [aut], Vikas Sindhwani [cph] (authored svmlin C++ source code), European Research Council [fnd] (ERC-2011-StG 283794-QUANTESS)
Maintainer: Kenneth Benoit <kbenoit at lse.ac.uk>
License: GPL-3
URL: https://github.com/quanteda/quanteda.textmodels
NeedsCompilation: yes
Language: en-GB
Materials: README NEWS
CRAN checks: quanteda.textmodels results

Documentation:

Reference manual: quanteda.textmodels.pdf
Vignettes: textmodel Performance Comparisons (source, R code)

Downloads:

Package source: quanteda.textmodels_0.9.9.tar.gz
Windows binaries: r-devel: quanteda.textmodels_0.9.9.zip, r-release: quanteda.textmodels_0.9.9.zip, r-oldrel: quanteda.textmodels_0.9.9.zip
macOS binaries: r-release (arm64): quanteda.textmodels_0.9.9.tgz, r-oldrel (arm64): quanteda.textmodels_0.9.9.tgz, r-release (x86_64): quanteda.textmodels_0.9.9.tgz, r-oldrel (x86_64): quanteda.textmodels_0.9.9.tgz
Old sources: quanteda.textmodels archive

Reverse dependencies:

Reverse suggests: explor, grafzahl, oolong, quanteda.textplots, rainette

Linking:

Please use the canonical form https://CRAN.R-project.org/package=quanteda.textmodels to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.