<?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>Extended Dynamic Quantile Linear Models</dc:title>
  <dc:title>R package exdqlm version 1.1.0</dc:title>
  <dc:description>Bayesian quantile-regression routines for dynamic state-space
    models and static regression under the extended asymmetric Laplace
    (exAL) error distribution. The dynamic state-space models are extended
    dynamic quantile linear models (exDQLMs). The package combines dynamic
    exDQLM inference via Laplace-delta variational Bayes (LDVB), Markov
    chain Monte Carlo (MCMC), and legacy importance-sampling variational Bayes
    (ISVB) with static exAL regression via LDVB and MCMC, reduced asymmetric
    Laplace/dynamic quantile linear model (AL/DQLM) paths through fixed
    skewness, component builders for trend/seasonality/regression blocks,
    static shrinkage priors including ridge, regularized horseshoe, and
    'rhs_ns', evidence lower bound (ELBO) diagnostics, optional C++
    accelerators, and posterior predictive synthesis across separately fitted
    quantiles through 'quantileSynthesis()'. Dynamic exDQLM methods are
    described in Barata et al. (2020) &lt;doi:10.1214/21-AOAS1497&gt;.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 3.5)</dc:relation>
  <dc:relation>Imports: stats, methods, graphics, coda, tictoc, magic, crch,
truncnorm, LaplacesDemon, grDevices, Rcpp, matrixStats, nimble,
numDeriv</dc:relation>
  <dc:relation>LinkingTo: BH, Rcpp, RcppArmadillo, RcppEigen</dc:relation>
  <dc:relation>Suggests: rmarkdown, testthat (&gt;= 3.0.0), ggplot2, pkgload, MASS</dc:relation>
  <dc:creator>Raquel Barata &lt;raquel.a.barata@gmail.com&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Raquel Barata [aut, cre],
  Raquel Prado [ths],
  Bruno Sanso [ths],
  Antonio Aguirre [aut]</dc:contributor>
  <dc:rights>MIT + file LICENSE (https://CRAN.R-project.org/package=exdqlm/LICENSE)</dc:rights>
  <dc:date>2026-07-09</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=exdqlm</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.exdqlm</dc:identifier>
</oai_dc:dc>
