rollinglda: Construct Consistent Time Series from Textual Data
A rolling version of the Latent Dirichlet Allocation, see Rieger et al. (2021) <doi:10.18653/v1/2021.findings-emnlp.201>. By a sequential approach, it enables the construction of LDA-based time series of topics that are consistent with previous states of LDA models. After an initial modeling, updates can be computed efficiently, allowing for real-time monitoring and detection of events or structural breaks.
| Version: | 0.1.4 |
| Depends: | R (≥ 4.0.0),ldaPrototype (≥ 0.3.0) |
| Imports: | checkmate (≥ 1.8.5),data.table (≥ 1.11.2),lubridate, stats,tosca (≥ 0.2-0), utils |
| Suggests: | covr,testthat |
| Published: | 2025-08-20 |
| DOI: | 10.32614/CRAN.package.rollinglda |
| Author: | Jonas Rieger [aut, cre] |
| Maintainer: | Jonas Rieger <jonas.rieger at tu-dortmund.de> |
| BugReports: | https://github.com/JonasRieger/rollinglda/issues |
| License: | GPL (≥ 3) |
| URL: | https://github.com/JonasRieger/rollinglda |
| NeedsCompilation: | yes |
| Citation: | rollinglda citation info |
| Materials: | README |
| CRAN checks: | rollinglda results |
Documentation:
| Reference manual: | rollinglda.html ,rollinglda.pdf |
Downloads:
| Package source: | rollinglda_0.1.4.tar.gz |
| Windows binaries: | r-devel:rollinglda_0.1.4.zip, r-release:rollinglda_0.1.4.zip, r-oldrel:rollinglda_0.1.4.zip |
| macOS binaries: | r-release (arm64):rollinglda_0.1.4.tgz, r-oldrel (arm64):rollinglda_0.1.4.tgz, r-release (x86_64):rollinglda_0.1.4.tgz, r-oldrel (x86_64):rollinglda_0.1.4.tgz |
| Old sources: | rollinglda archive |
Linking:
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