<?xml version="1.0" encoding="UTF-8"?>
<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>Latent Dirichlet Allocation Coupled with Time Series Analyses</dc:title>
  <dc:title>R package LDATS version 0.3.0</dc:title>
  <dc:description>Combines Latent Dirichlet Allocation (LDA) and Bayesian multinomial time series methods in a two-stage analysis to quantify dynamics in high-dimensional temporal data. LDA decomposes multivariate data into lower-dimension latent groupings, whose relative proportions are modeled using generalized Bayesian time series models that include abrupt changepoints and smooth dynamics. The methods are described in Blei et al. (2003) &lt;doi:10.1162/jmlr.2003.3.4-5.993&gt;, Western and Kleykamp (2004) &lt;doi:10.1093/pan/mph023&gt;, Venables and Ripley (2002, ISBN-13:978-0387954578), and Christensen et al. (2018) &lt;doi:10.1002/ecy.2373&gt;.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 3.5.0)</dc:relation>
  <dc:relation>Imports: coda, digest, extraDistr, graphics, grDevices, lubridate,
magrittr, memoise, methods, mvtnorm, nnet, progress, stats,
topicmodels, viridis</dc:relation>
  <dc:relation>Suggests: knitr, pkgdown, rmarkdown, testthat, vdiffr</dc:relation>
  <dc:creator>Juniper L. Simonis &lt;juniper.simonis@weecology.org&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Juniper L. Simonis [aut, cre] (ORCID:
    &lt;https://orcid.org/0000-0001-9798-0460&gt;),
  Erica M. Christensen [aut] (ORCID:
    &lt;https://orcid.org/0000-0002-5635-2502&gt;),
  David J. Harris [aut] (ORCID: &lt;https://orcid.org/0000-0003-3332-9307&gt;),
  Renata M. Diaz [aut] (ORCID: &lt;https://orcid.org/0000-0003-0803-4734&gt;),
  Hao Ye [aut] (ORCID: &lt;https://orcid.org/0000-0002-8630-1458&gt;),
  Ethan P. White [aut] (ORCID: &lt;https://orcid.org/0000-0001-6728-7745&gt;),
  S.K. Morgan Ernest [aut] (ORCID:
    &lt;https://orcid.org/0000-0002-6026-8530&gt;),
  Weecology [cph]</dc:contributor>
  <dc:rights>MIT + file LICENSE (https://CRAN.R-project.org/package=LDATS/LICENSE)</dc:rights>
  <dc:date>2023-09-19</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=LDATS</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.LDATS</dc:identifier>
</oai_dc:dc>
