Package: tidylda 0.0.6.999

tidylda: Latent Dirichlet Allocation Using 'tidyverse' Conventions

Implements an algorithm for Latent Dirichlet Allocation (LDA), Blei et at. (2003) <https://www.jmlr.org/papers/volume3/blei03a/blei03a.pdf>, using style conventions from the 'tidyverse', Wickham et al. (2019)<doi:10.21105/joss.01686>, and 'tidymodels', Kuhn et al.<https://tidymodels.github.io/model-implementation-principles/>. Fitting is done via collapsed Gibbs sampling. Also implements several novel features for LDA such as guided models and transfer learning.

Authors:Tommy Jones [aut, cre], Brendan Knapp [ctb], Barum Park [ctb]

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tidylda.pdf |tidylda.html
tidylda/json (API)
NEWS

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

Peer review:

Bug tracker:https://github.com/tommyjones/tidylda/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library
Datasets:
  • nih_sample - Abstracts and metadata from NIH research grants awarded in 2014
  • nih_sample_dtm - Abstracts and metadata from NIH research grants awarded in 2014

On CRAN:

7.29 score 41 stars 53 scripts 612 downloads 7 exports 33 dependencies

Last updated 3 months agofrom:03a86e3359. Checks:OK: 9. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 23 2024
R-4.5-win-x86_64OKOct 23 2024
R-4.5-linux-x86_64OKOct 23 2024
R-4.4-win-x86_64OKOct 23 2024
R-4.4-mac-x86_64OKOct 23 2024
R-4.4-mac-aarch64OKOct 23 2024
R-4.3-win-x86_64OKOct 23 2024
R-4.3-mac-x86_64OKOct 23 2024
R-4.3-mac-aarch64OKOct 23 2024

Exports:augmentcalc_prob_coherenceglanceposteriorrefittidytidylda

Dependencies:clicpp11dplyrfansigenericsgluegtoolsjaneaustenrlatticelifecyclemagrittrMatrixmvrsquaredpillarpkgconfigpurrrR6RcppRcppArmadilloRcppProgressRcppThreadrlangSnowballCstringistringrtibbletidyrtidyselecttidytexttokenizersutf8vctrswithr

Introduction to tidylda

Rendered fromtidylda-intro.Rmdusingknitr::rmarkdownon Oct 23 2024.

Last update: 2024-07-03
Started: 2022-11-26

Probabilistic Coherence

Rendered fromprobabilistic-coherence.Rmdusingknitr::rmarkdownon Oct 23 2024.

Last update: 2023-07-14
Started: 2022-11-26

Transfer Learning with LDA (tLDA)

Rendered fromtLDA.Rmdusingknitr::rmarkdownon Oct 23 2024.

Last update: 2024-07-03
Started: 2022-11-26