interpret_ess

interpret_rhat

Interpretation of Bayesian diagnostic indices, such as Effective Sample Size (ESS) and Rhat.

interpreters

Provide utilities to work with indices of effect size for a wide
variety of models and hypothesis tests (see list of supported models using
the function 'insight::supported_models()'), allowing computation of and
conversion between indices such as Cohen's d, r, odds, etc.
References: Ben-Shachar et al. (2020) <doi:10.21105/joss.02815>.

Mattan S. Ben-Shachar

effectsize

Indices of Effect Size

Dominique Makowski

Daniel Lüdecke

Indrajeet Patil

Brenton M. Wiernik

Rémi Thériault

Ken Kelley

David Stanley

Aaron Caldwell

Jessica Burnett

Johannes Karreth

Philip Waggoner

interpret_ess function

<dl><dt>ess</dt>
<dd>Value or vector of Effective Sample Size (ESS) values.</dd>
<dt>rules</dt>
<dd>A character string (see Rules) or a custom set of <code>rules()</code>.</dd>
<dt>rhat</dt>
<dd>Value or vector of Rhat values.</dd></dl>

Arguments

<div class="section" id="ess">
<h3>ESS</h3></div><ul>
<li>Bürkner, P. C. (2017) (<code>"burkner2017"</code>; default)<ul>
<li>ESS &lt; 1000 - Insufficient</li>
<li>ESS &gt;= 1000 - Sufficient</li>
</ul></li>
</ul><div class="section" id="rhat">
<h3>Rhat</h3></div><ul>
<li>Vehtari et al. (2019) (<code>"vehtari2019"</code>; default)<ul>
<li>Rhat &lt; 1.01 - Converged</li>
<li>Rhat &gt;= 1.01 - Failed</li>
</ul></li>
<li>Gelman &amp; Rubin (1992) (<code>"gelman1992"</code>)<ul>
<li>Rhat &lt; 1.1 - Converged</li>
<li>Rhat &gt;= 1.1 - Failed</li>
</ul></li>
</ul>

Rules

Interpret Bayesian Diagnostic Indices — interpret_ess

<dl>

<dt>ess</dt>
<dd>Value or vector of Effective Sample Size (ESS) values.</dd>


<dt>rules</dt>
<dd>A character string (see Rules) or a custom set of <code>rules()</code>.</dd>


<dt>rhat</dt>
<dd>Value or vector of Rhat values.</dd>

</dl>

<div class='section' id='ess'>
<h3>ESS</h3>

<ul>
<li>Bürkner, P. C. (2017) (<code>"burkner2017"</code>; default)<ul>
<li>ESS &lt; 1000 - Insufficient</li>
<li>ESS &gt;= 1000 - Sufficient</li>
</ul></li>
</ul>

</div>

<div class='section' id='rhat'>
<h3>Rhat</h3>

<ul>
<li>Vehtari et al. (2019) (<code>"vehtari2019"</code>; default)<ul>
<li>Rhat &lt; 1.01 - Converged</li>
<li>Rhat &gt;= 1.01 - Failed</li>
</ul></li>
<li>Gelman &amp; Rubin (1992) (<code>"gelman1992"</code>)<ul>
<li>Rhat &lt; 1.1 - Converged</li>
<li>Rhat &gt;= 1.1 - Failed</li>
</ul></li>
</ul>

</div>

interpret_ess: Interpret Bayesian Diagnostic Indices

Description

Usage

Arguments

Rules

ESS

Rhat

References

Examples