Package: rollinglda 0.1.3

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.

Authors:Jonas Rieger [aut, cre]

rollinglda_0.1.3.tar.gz
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rollinglda_0.1.3.tgz(r-4.6-emscripten)
manual.pdf |manual.html
DESCRIPTION
card.svg |card.png
rollinglda/json (API)

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

Bug tracker:https://github.com/jonasrieger/rollinglda/issues

Datasets:

On CRAN:

Conda:

consistencylatent-dirichlet-allocationldamodel-selectionreliabilitytext-miningtextdatatopic-modeltopic-modelstopicmodeltopicmodelingtopicmodelling

4.21 score 13 stars 25 scripts 261 downloads 9 exports 72 dependencies

Last updated from:b249e2a8ef. Checks:11 NOTE, 2 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64NOTE323
linux-devel-x86_64NOTE304
source / vignettesOK419
linux-release-arm64NOTE330
linux-release-x86_64NOTE321
macos-release-arm64NOTE240
macos-release-x86_64NOTE316
macos-oldrel-arm64NOTE227
macos-oldrel-x86_64NOTE522
windows-develNOTE138
windows-releaseNOTE138
windows-oldrelNOTE137
wasm-releaseOK136

Exports:as.RollingLDAgetChunksgetDatesgetDocsgetNamesgetVocabis.RollingLDARollingLDAupdateRollingLDA

Dependencies:askpassbackportsbase64encbase64urlbatchtoolsBBmiscBHbrewcheckmateclicolorspacecpp11crayoncurldata.tabledendextenddigestfarverfastmapfastmatchfsgenericsggplot2gluegridExtragtablehmshtmltoolshttrisobandISOcodesjsonlitelabelinglatticeldaldaPrototypelifecyclelubridatemagrittrMatrixmimeNLPopensslparallellyparallelMappkgconfigprettyunitsprogressquantedaR6rappdirsRColorBrewerRcpprlangS7scalesslamSnowballCstopwordsstringistringrsystimechangetmtoscavctrsviridisviridisLiteWikipediRwithrxml2yaml

Readme and manuals

Help Manual

Help pageTopics
rollinglda: Construct Consistent Time Series from Textual Datarollinglda-package rollinglda
RollingLDA Objectas.RollingLDA is.RollingLDA
A Snippet of the Economy Dataset from toscaDatadates economy economy_dates economy_texts texts
Getter for RollingLDAgetChunks getDates getDocs getID.RollingLDA getLDA.RollingLDA getNames getParam.RollingLDA getVocab
RollingLDARollingLDA RollingLDA.default
Updating an existing RollingLDA objectRollingLDA.RollingLDA updateRollingLDA