Encoding: UTF-8 Type: Package Package: fastTopics Version: 0.7-46 Date: 2026-05-22 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="peter.carbonetto@gmail.com"), 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 and . 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, rlang, ggplot2 (>= 3.3.0), ggrepel (>= 0.9.0), cowplot, plotly, reshape2, htmlwidgets Suggests: testthat, knitr, rmarkdown LinkingTo: Rcpp, RcppParallel, RcppArmadillo LazyData: true LazyDataCompression: xz NeedsCompilation: yes RoxygenNote: 7.3.1 VignetteBuilder: knitr Config/pak/sysreqs: cmake make libicu-dev libuv1-dev libssl-dev Repository: https://stephenslab.r-universe.dev Date/Publication: 2026-05-22 22:11:42 UTC RemoteUrl: https://github.com/stephenslab/fasttopics RemoteRef: HEAD RemoteSha: 5cf9a448b17a7eb8f139cc916e22cb3ad1766b70 Packaged: 2026-06-24 04:54:16 UTC; root Author: Peter Carbonetto [aut, cre], Kevin Luo [aut], Kushal Dey [aut], Joyce Hsiao [ctb], Abhishek Sarkar [ctb], Anthony Hung [ctb], Xihui Lin [ctb], Paul C. Boutros [ctb], Minzhe Wang [ctb], Tracy Ke [ctb], Eric Weine [ctb], Matthew Stephens [aut] Maintainer: Peter Carbonetto