dynamite-package

Easy-to-use and efficient interface for Bayesian inference of
complex panel data consisting of multiple individuals with multiple
measurements over time using dynamic multivariate panel models.
Supports several observational distributions, time-varying effects and
realistic counterfactual predictions which take into account the dynamic
structure of the model.

Easy-to-use and efficient interface for
Bayesian inference of complex panel (time series) data using dynamic
multivariate panel models by Helske and Tikka (2024)
<doi:10.1016/j.alcr.2024.100617>. The package supports joint modeling of
multiple measurements per individual, time-varying and time-invariant
effects, and a wide range of discrete and continuous distributions.
Estimation of these dynamic multivariate panel models is carried out via
'Stan'. For an in-depth tutorial of the package, see
(Tikka and Helske, 2024) <doi:10.48550/arXiv.2302.01607>.

Santtu Tikka

dynamite

Bayesian Modeling and Causal Inference for Multivariate
Longitudinal Data

Jouni Helske

Nicholas Clark

Lucy D'Agostino McGowan

dynamite-package function

<ul>
<li>The package vignettes</li>
<li><code>dynamiteformula()</code> for information on defining models.</li>
<li><code>dynamite()</code> for information on fitting models.</li>
<li><a href="https://github.com/ropensci/dynamite/issues/">https://github.com/ropensci/dynamite/issues/</a> to submit a bug report
or a feature request.</li>
</ul>

Authors

Maintainer: Santtu Tikka <a href="/link/santtuth%40gmail.com?package=dynamite&version=1.5.6" data-mini-rdoc="dynamite::santtuth@gmail.com">santtuth@gmail.com</a> (<a href="https://orcid.org/0000-0003-4039-4342">ORCID</a>)
Authors:<ul>
<li>Jouni Helske <a href="/link/jouni.helske%40iki.fi?package=dynamite&version=1.5.6" data-mini-rdoc="dynamite::jouni.helske@iki.fi">jouni.helske@iki.fi</a> (<a href="https://orcid.org/0000-0001-7130-793X">ORCID</a>)</li>
</ul>Other contributors:<ul>
<li>Nicholas Clark [reviewer]</li>
<li>Lucy D'Agostino McGowan [reviewer]</li>
</ul>

Author

The dynamite Package — dynamite-package

<ul>
<li>The package vignettes</li>
<li><code>dynamiteformula()</code> for information on defining models.</li>
<li><code>dynamite()</code> for information on fitting models.</li>
<li><a href='https://github.com/ropensci/dynamite/issues/'>https://github.com/ropensci/dynamite/issues/</a> to submit a bug report
or a feature request.</li>
</ul>

<table class='table'>
<tr><td>Santtu Tikka (author)</td><td><a href='mailto:santtuth@gmail.com'>santtuth@gmail.com</a></td></tr>
<tr><td>Jouni Helske (author)</td><td><a href='mailto:jouni.helske@iki.fi'>jouni.helske@iki.fi</a></td></tr>
</table>

Maintainer: Santtu Tikka <a href='mailto:santtuth@gmail.com'>santtuth@gmail.com</a> (<a href='https://orcid.org/0000-0003-4039-4342'>ORCID</a>)
Authors:<ul>
<li>Jouni Helske <a href='mailto:jouni.helske@iki.fi'>jouni.helske@iki.fi</a> (<a href='https://orcid.org/0000-0001-7130-793X'>ORCID</a>)</li>
</ul>

Other contributors:<ul>
<li>Nicholas Clark [reviewer]</li>
<li>Lucy D'Agostino McGowan [reviewer]</li>
</ul>

dynamite-package: The dynamite Package

Description

Arguments

See Also

Authors

Author

See Also

Santtu Tikka (author)	santtuth@gmail.com
Jouni Helske (author)	jouni.helske@iki.fi