<?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>Bayesian Generalized Linear Models with Time-Varying
Coefficients</dc:title>
  <dc:title>R package walker version 1.0.10</dc:title>
  <dc:subject>CRAN Task View: TimeSeries (https://CRAN.R-project.org/view=TimeSeries)</dc:subject>
  <dc:description>Efficient Bayesian generalized linear models with time-varying coefficients 
    as in Helske (2022, &lt;doi:10.1016/j.softx.2022.101016&gt;). Gaussian, Poisson, and binomial 
    observations are supported. The Markov chain Monte Carlo (MCMC) computations are done using 
    Hamiltonian Monte Carlo provided by Stan, using a state space representation 
    of the model in order to marginalise over the coefficients for efficient sampling. 
    For non-Gaussian models, the package uses the importance sampling type estimators based on 
    approximate marginal MCMC as in Vihola, Helske, Franks (2020, &lt;doi:10.1111/sjos.12492&gt;).</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: bayesplot, R (&gt;= 3.4.0), rstan (&gt;= 2.26.0)</dc:relation>
  <dc:relation>Imports: coda, dplyr, Hmisc, ggplot2, KFAS, loo, methods, Rcpp (&gt;=
0.12.9), RcppParallel, rlang, rstantools (&gt;= 2.0.0)</dc:relation>
  <dc:relation>LinkingTo: BH (&gt;= 1.66.0), Rcpp (&gt;= 0.12.9), RcppArmadillo, RcppEigen
(&gt;= 0.3.3.3.0), RcppParallel, rstan (&gt;= 2.26.0), StanHeaders
(&gt;= 2.26.0)</dc:relation>
  <dc:relation>Suggests: diagis, gridExtra, knitr (&gt;= 1.11), rmarkdown (&gt;= 0.8.1),
testthat</dc:relation>
  <dc:creator>Jouni Helske &lt;jouni.helske@iki.fi&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Jouni Helske [aut, cre] (ORCID:
    &lt;https://orcid.org/0000-0001-7130-793X&gt;)</dc:contributor>
  <dc:rights>GPL (&gt;= 3)</dc:rights>
  <dc:date>2024-08-30</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=walker</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.walker</dc:identifier>
</oai_dc:dc>
