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.
| Version: | 0.6-192 |
| Depends: | R (≥ 3.3.0) |
| 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 |
| LinkingTo: | Rcpp, RcppParallel, RcppArmadillo |
| Suggests: | Ternary, testthat, knitr, rmarkdown |
| Published: | 2024-07-09 |
| DOI: | 10.32614/CRAN.package.fastTopics |
| 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 <peter.carbonetto at gmail.com> |
| BugReports: | https://github.com/stephenslab/fastTopics/issues |
| License: | BSD_2_clause + file LICENSE |
| Copyright: | inst/COPYRIGHTS fastTopics copyright details |
| URL: | https://stephenslab.github.io/fastTopics/, https://github.com/stephenslab/fastTopics |
| NeedsCompilation: | yes |
| SystemRequirements: | GNU make |
| Citation: | fastTopics citation info |
| Materials: | README |
| CRAN checks: | fastTopics results |
| Reference manual: | fastTopics.pdf |
| Vignettes: |
Relationship between NMF and topic modeling Topic modeling vs. clustering |
| Package source: | fastTopics_0.6-192.tar.gz |
| Windows binaries: | r-devel: fastTopics_0.6-192.zip, r-release: fastTopics_0.6-192.zip, r-oldrel: fastTopics_0.6-192.zip |
| macOS binaries: | r-release (arm64): fastTopics_0.6-192.tgz, r-oldrel (arm64): fastTopics_0.6-192.tgz, r-release (x86_64): fastTopics_0.6-192.tgz, r-oldrel (x86_64): fastTopics_0.6-192.tgz |
| Old sources: | fastTopics archive |
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