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DESCRIPTION
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DESCRIPTION
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Encoding: UTF-8
Type: Package
Package: fastTopics
Version: 0.6-193
Date: 2024-11-05
Title: Fast Algorithms for Fitting Topic Models and Non-Negative
Matrix Factorizations to Count Data
Authors@R: c(person("Peter","Carbonetto",role=c("aut","cre"),
email="[email protected]"),
person("Kevin","Luo",role="aut"),
person("Kushal","Dey",role="aut"),
person("Joyce","Hsiao",role="ctb"),
person("Abhishek","Sarkar",role="ctb"),
person("Anthony","Hung",role="ctb"),
person("Xihui","Lin",role="ctb"),
person("Paul C.","Boutros",role="ctb"),
person("Minzhe","Wang",role="ctb"),
person("Tracy","Ke",role="ctb"),
person("Eric","Weine",role="ctb"),
person("Matthew","Stephens",role="aut"))
URL: https://stephenslab.github.io/fastTopics/, https://github.com/stephenslab/fastTopics
BugReports: https://github.com/stephenslab/fastTopics/issues
Depends: R (>= 3.3.0)
Description: Implements fast, scalable optimization algorithms for
fitting topic models ("grade of membership" models) and
non-negative matrix factorizations to count data. The methods
exploit the special relationship between the multinomial topic
model (also, "probabilistic latent semantic indexing") and Poisson
non-negative matrix factorization. The package provides tools to
compare, annotate and visualize model fits, including functions to
efficiently create "structure plots" and identify key features in
topics. The 'fastTopics' package is a successor to the
'CountClust' package. For more information, see
<doi:10.48550/arXiv.2105.13440> and
<doi:10.1186/s13059-023-03067-9>. Please also see the GitHub
repository for additional vignettes not included in the package on
CRAN.
License: BSD_2_clause + file LICENSE
Copyright: inst/COPYRIGHTS
SystemRequirements: GNU make
Imports:
graphics,
utils,
methods,
stats,
Matrix,
gtools,
quadprog,
irlba,
dplyr,
Rtsne,
uwot,
ashr,
Rcpp (>= 1.0.12),
RcppParallel (>= 5.1.7),
RhpcBLASctl,
parallel,
progress,
pbapply,
ggplot2 (>= 3.3.0),
ggrepel (>= 0.9.0),
cowplot,
plotly,
htmlwidgets
Suggests:
Ternary,
testthat,
knitr,
rmarkdown
LinkingTo:
Rcpp,
RcppParallel,
RcppArmadillo
LazyData: true
LazyDataCompression: xz
NeedsCompilation: yes
RoxygenNote: 7.3.1
VignetteBuilder: knitr