exal_make_mcmc_latent_state_control

Returns a normalized <code>mcmc_control$latent_state</code> block for <code>exdqlmMCMC()</code>.

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 LDVB, MCMC, and legacy ISVB with static exAL
regression via LDVB and MCMC, reduced 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 diagnostics, optional C++ accelerators,
and posterior predictive synthesis across separately fitted quantiles
through 'quantileSynthesis()'. Dynamic exDQLM methods are described in
Barata et al. (2020) <doi:10.1214/21-AOAS1497>.

Raquel Barata

exdqlm

Extended Dynamic Quantile Linear Models

Raquel Prado

Bruno Sanso

Antonio Aguirre

exal_make_mcmc_latent_state_control function

<dl><dt>mode</dt>
<dd>One of <code>"u_only"</code> or <code>"u_st_pair"</code>.</dd>
<dt>freeze_burnin_iters</dt>
<dd>Non-negative integer; number of burn-in iterations
to hold the latent-state block fixed.</dd>
<dt>freeze_only_during_burn</dt>
<dd>Logical; if <code>TRUE</code>, hard freeze only applies
during burn-in.</dd>
<dt>force_after_warmup</dt>
<dd>Logical; force one immediate post-warmup update.</dd>
<dt>min_postwarmup_updates</dt>
<dd>Non-negative integer; minimum number of
post-warmup updates required before chain-health style gates can fire.</dd>
<dt>trace</dt>
<dd>Logical; record diagnostics traces.</dd></dl>

Arguments

Build dynamic MCMC latent-state warmup control — exal_make_mcmc_latent_state_control

<dl>

<dt>mode</dt>
<dd>One of <code>"u_only"</code> or <code>"u_st_pair"</code>.</dd>


<dt>freeze_burnin_iters</dt>
<dd>Non-negative integer; number of burn-in iterations
to hold the latent-state block fixed.</dd>


<dt>freeze_only_during_burn</dt>
<dd>Logical; if <code>TRUE</code>, hard freeze only applies
during burn-in.</dd>


<dt>force_after_warmup</dt>
<dd>Logical; force one immediate post-warmup update.</dd>


<dt>min_postwarmup_updates</dt>
<dd>Non-negative integer; minimum number of
post-warmup updates required before chain-health style gates can fire.</dd>


<dt>trace</dt>
<dd>Logical; record diagnostics traces.</dd>

</dl>

exal_make_mcmc_latent_state_control: Build dynamic MCMC latent-state warmup control

Description

Usage

Value

Arguments