mresp

<p>Very basic mixed response dataset with one set of normally distributed
responses and one set of binomially distributed responses.</p>

datasets

Estimates generalized additive latent and
mixed models using maximum marginal likelihood,
as defined in Sorensen et al. (2023)
<doi:10.1007/s11336-023-09910-z>, which is an extension of Rabe-Hesketh and
Skrondal (2004)'s unifying framework for multilevel latent variable
modeling <doi:10.1007/BF02295939>. Efficient computation is done using sparse
matrix methods, Laplace approximation, and automatic differentiation. The
framework includes generalized multilevel models with heteroscedastic
residuals, mixed response types, factor loadings, smoothing splines,
crossed random effects, and combinations thereof. Syntax for model
formulation is close to 'lme4' (Bates et al. (2015)
<doi:10.18637/jss.v067.i01>) and 'PLmixed' (Rockwood and Jeon (2019)
<doi:10.1080/00273171.2018.1516541>).

Oystein Sorensen

galamm

Generalized Additive Latent and Mixed Models

Øystein Sørensen

Douglas Bates

Ben Bolker

Martin Maechler

Allan Leal

Fabian Scheipl

Steven Walker

Simon Wood

mresp function


<div class="section" id="mresp-a-data-frame-with-rows-and-columns-">
<h3><code>mresp</code> A data frame with 4000 rows and 5 columns:</h3><p></p><p>
<dl>
<dt>id</dt>
<dd><p>Subject ID.</p></dd></dl></p><p><dt>x</dt>
<dd><p>Predictor variable.</p></dd></p><p><dt>y</dt>
<dd><p>Response.</p></dd></p><p><dt>itemgroup</dt>
<dd><p>Factor variable which equals "a" for the normally
distributed responses and "b" for the binomially distributed response
(with 1 trial).</p></dd></p><p>
</p><p></p></div>


Format

Simulated Mixed Response Data — mresp


<div class='section' id='mresp-a-data-frame-with-rows-and-columns-'>
<h3><code>mresp</code> A data frame with 4000 rows and 5 columns:</h3>


<dl>
<dt>id</dt>
<dd><p>Subject ID.</p></dd>

<dt>x</dt>
<dd><p>Predictor variable.</p></dd>

<dt>y</dt>
<dd><p>Response.</p></dd>

<dt>itemgroup</dt>
<dd><p>Factor variable which equals "a" for the normally
distributed responses and "b" for the binomially distributed response
(with 1 trial).</p></dd>


</dl>

</div>


Simulated Mixed Response Data

mresp: Simulated Mixed Response Data

Description

Usage

Arguments

Format

`mresp` A data frame with 4000 rows and 5 columns:

See Also

Description

Usage

Arguments

Format

mresp A data frame with 4000 rows and 5 columns:

See Also

`mresp` A data frame with 4000 rows and 5 columns: