Package: deepMOU 0.1.1

deepMOU: Clustering of Short Texts by Mixture of Unigrams and Its Deep Extensions

Functions providing an easy and intuitive way for fitting and clusters data using the Mixture of Unigrams models by means the Expectation-Maximization algorithm (Nigam, K. et al. (2000). <doi:10.1023/A:1007692713085>), Mixture of Dirichlet-Multinomials estimated by Gradient Descent (Anderlucci, Viroli (2020) <doi:10.1007/s11634-020-00399-3>) and Deep Mixture of Multinomials whose estimates are obtained with Gibbs sampling scheme (Viroli, Anderlucci (2020) <doi:10.1007/s11222-020-09989-9>). There are also functions for graphical representation of clusters obtained.

Authors:Martin D'Ippolito [aut, cre], Anderlucci Laura [aut], Cinzia Viroli [aut]

deepMOU_0.1.1.tar.gz
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deepMOU.pdf |deepMOU.html
deepMOU/json (API)

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

Peer review:

Datasets:
  • Abstracts - Abstracts dataset
  • CNAE2 - CNAE dataset on classes 4 and 9
  • cl_CNAE - Classification labels of the CNAE2 data set

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.00 score 193 downloads 6 exports 43 dependencies

Last updated 4 years agofrom:9b21dec3cd. Checks:OK: 1 NOTE: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 13 2024
R-4.5-winNOTENov 13 2024
R-4.5-linuxNOTENov 13 2024
R-4.4-winNOTENov 13 2024
R-4.4-macNOTENov 13 2024
R-4.3-winNOTENov 13 2024
R-4.3-macNOTENov 13 2024

Exports:bubble_clustdeep_mou_gibbsdir_mult_GDheatmap_wordsmou_EMwords_freq_plot

Dependencies:cliclueclustercolorspacedplyrentropyextraDistrfansifarvergenericsggplot2gluegtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigR6RColorBrewerRcppRcppArmadilloRcppGSLRcppParallelRcppZigguratRfastrlangscalesskmeansslamtibbletidyselectutf8vctrsviridisLitewithr