stm: Estimation of the Structural Topic Model

The Structural Topic Model (STM) allows researchers to estimate topic models with document-level covariates. The package also includes tools for model selection, visualization, and estimation of topic-covariate regressions.

AuthorMargaret E. Roberts, Brandon M. Stewart and Dustin Tingley
Date of publication2016-01-15 00:09:18
MaintainerBrandon Stewart <bms4@princeton.edu>
LicenseMIT + file LICENSE
Version1.1.3
http://structuraltopicmodel.com

View on CRAN

Man pages

checkResiduals: Residual dispersion test for topic number

cloud: Plot a wordcloud

convertCorpus: Convert 'stm' formatted documents to another format

estimateEffect: Estimates regressions using an STM object

findThoughts: Find Thoughts

findTopic: Find topics that contain user specified words.

gadarian: Gadarian and Albertson data

heldout: Heldout Likelihood by Document Completion

labelTopics: Label topics

manyTopics: Performs model selection across separate STM's that each...

multiSTM: Analyze Stability of Local STM Mode

permutationTest: Permutation test of a binary covariate.

plot.estimateEffect: Plot effect of covariates on topics

plotModels: Plots semantic coherence and exclusivity for high likelihood...

plot.MultimodDiagnostic: Plotting Method for Multimodality Diagnostic Objects

plotQuote: Plots strings

plotRemoved: Plot documents, words and tokens removed at various word...

plot.searchK: Plots diagnostic values resulting from searchK

plot.STM: Plot summary of an STM object

plot.STMpermute: Plot an STM permutation test.

plot.topicCorr: Plot a topic correlation graph

plotTopicLoess: Plot some effects with loess

poliblog5k: CMU 2008 Political Blog Corpus

prepDocuments: Prepare documents for analysis with 'stm'

readCorpus: Read in a corpus file.

s: Make a B-spline Basis Function

sageLabels: Displays verbose labels that describe topics and...

searchK: Computes diagnostic values for models with different values...

selectModel: Assists the user in selecting the best STM model.

stm: Variational EM for the Structural Topic Model

stm-package: Structural Topic Model

summary.STM: Summary Function for the STM objects

textProcessor: Process a vector of raw texts

thetaPosterior: Draw from Theta Posterior

toLDAvis: Wrapper to launch LDAvis topic browser.

topicCorr: Estimate topic correlation

topicLasso: Plot predictions using topics

topicQuality: Plots semantic coherence and exclusivity for each topic.

writeLdac: Write a .ldac file

Functions

checkResiduals Man page
cloud Man page
convertCorpus Man page
estimateEffect Man page
eval.heldout Man page
findThoughts Man page
findTopic Man page
gadarian Man page
gadarianFit Man page
head.textProcessor Man page
labelTopics Man page
make.heldout Man page
manyTopics Man page
multiSTM Man page
permutationTest Man page
plot.estimateEffect Man page
plot.findThoughts Man page
plotModels Man page
plot.MultimodDiagnostic Man page
plotQuote Man page
plotRemoved Man page
plot.searchK Man page
plot.STM Man page
plot.STMpermute Man page
plot.topicCorr Man page
plotTopicLoess Man page
poliblog5k Man page
poliblog5k.docs Man page
poliblog5k.meta Man page
poliblog5k.voc Man page
prepDocuments Man page
print.findThoughts Man page
print.labelTopics Man page
print.MultimodDiagnostic Man page
print.sageLabels Man page
print.STM Man page
print.textProcessor Man page
readCorpus Man page
s Man page
sageLabels Man page
searchK Man page
selectModel Man page
stm Man page
stm-package Man page
summary.STM Man page
summary.textProcessor Man page
textProcessor Man page
thetaPosterior Man page
toLDAvis Man page
topicCorr Man page
topicLasso Man page
topicQuality Man page
writeLdac Man page

Files

stm
stm/inst
stm/inst/CITATION
stm/inst/NEWS.Rd
stm/inst/doc
stm/inst/doc/stmVignette.Rnw
stm/inst/doc/stmVignette.R
stm/inst/doc/stmVignette.pdf
stm/src
stm/src/Makevars
stm/src/STMCfuns.cpp
stm/src/Makevars.win
stm/src/RcppExports.cpp
stm/NAMESPACE
stm/data
stm/data/gadarianFit.RData
stm/data/poliblog5k.RData
stm/data/datalist
stm/data/gadarian.RData
stm/R
stm/R/plottingutilfns.R stm/R/STMlncpp.R stm/R/labelTopics.R stm/R/plot.STM.R stm/R/stm.R stm/R/checkBeta.R stm/R/spectral.R stm/R/STMestep.R stm/R/multiSTM.R stm/R/findTopic.R stm/R/checkFactors.R stm/R/readCorpus.R stm/R/selectModel.R stm/R/simBetas.R stm/R/STMreport.R stm/R/toLDAvis.R stm/R/STMoptbeta.R stm/R/parseFormulas.R stm/R/topicLasso.R stm/R/plotRemoved.R stm/R/plot.searchK.R stm/R/topicCorr.R stm/R/semanticCoherence.R stm/R/exclusivity.R stm/R/RcppExports.R stm/R/topicQuality.R stm/R/STMsigma.R stm/R/plotModels.R stm/R/plotQuote.R stm/R/sageLabels.R stm/R/findThoughts.R stm/R/textProcessor.R stm/R/thetaPosterior.R stm/R/STMfunctions.R stm/R/STMmnreg.R stm/R/summary.STM.R stm/R/manyTopics.R stm/R/dmr.R stm/R/plot.estimateEffect.R stm/R/STMconvergence.R stm/R/produce_cmatrix.R stm/R/prepDocuments.R stm/R/tau.R stm/R/searchK.R stm/R/estimateEffect.R stm/R/s.R stm/R/plotTopicLoess.R stm/R/STMmu.R stm/R/writeLdac.R stm/R/stm.control.R stm/R/heldout.R stm/R/permute.R stm/R/STMinit.R stm/R/zzz.R stm/R/cloud.R stm/R/convertCorpus.R stm/R/jeffreyskappa.R stm/R/residuals.R
stm/vignettes
stm/vignettes/stmVignette.Rnw
stm/vignettes/apsr.bst
stm/vignettes/multimod.png
stm/vignettes/natbib.bst
stm/vignettes/Flowchart.pdf
stm/vignettes/jsslogo.jpg
stm/vignettes/extracted.bib
stm/vignettes/STMdiagram.pdf
stm/MD5
stm/build
stm/build/vignette.rds
stm/DESCRIPTION
stm/man
stm/man/checkBeta.rd
stm/man/poliblog5k.Rd stm/man/convertCorpus.Rd stm/man/searchK.Rd stm/man/plotQuote.Rd stm/man/selectModel.Rd stm/man/topicCorr.Rd stm/man/plot.STMpermute.Rd stm/man/heldout.Rd stm/man/summary.STM.Rd stm/man/plot.topicCorr.Rd stm/man/textProcessor.Rd stm/man/permutationTest.Rd stm/man/plot.estimateEffect.Rd stm/man/multiSTM.Rd stm/man/cloud.Rd stm/man/findThoughts.Rd stm/man/plot.STM.Rd stm/man/topicLasso.Rd stm/man/thetaPosterior.Rd stm/man/sageLabels.Rd stm/man/plotTopicLoess.Rd stm/man/gadarian.Rd stm/man/topicQuality.Rd stm/man/plot.MultimodDiagnostic.Rd stm/man/prepDocuments.Rd stm/man/stm.Rd stm/man/plot.searchK.Rd stm/man/plotModels.Rd stm/man/findTopic.Rd stm/man/s.Rd stm/man/stm-package.Rd stm/man/labelTopics.Rd stm/man/plotRemoved.Rd stm/man/checkResiduals.Rd stm/man/manyTopics.Rd stm/man/estimateEffect.Rd stm/man/readCorpus.Rd stm/man/toLDAvis.Rd stm/man/writeLdac.Rd
stm/LICENSE

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