compare_RML_HPS

Simulates data from a simple linear mixed effects model, then calculates 
REML and HPS effect size estimators as described in Pustejovsky, Hedges, &amp; Shadish (2014).

Provides a set of tools for estimating hierarchical linear
models and effect sizes based on data from single-case designs.
Functions are provided for calculating standardized mean difference effect sizes that
are directly comparable to standardized mean differences estimated from between-subjects randomized experiments,
as described in Hedges, Pustejovsky, and Shadish (2012) <DOI:10.1002/jrsm.1052>;
Hedges, Pustejovsky, and Shadish (2013) <DOI:10.1002/jrsm.1086>;
Pustejovsky, Hedges, and Shadish (2014) <DOI:10.3102/1076998614547577>;
and Chen, Pustejovsky, Klingbeil, and Van Norman (2023) <DOI:10.1016/j.jsp.2023.02.002>.
Includes an interactive web interface.

James Pustejovsky

scdhlm

Estimating Hierarchical Linear Models for Single-Case Designs

Man Chen

Bethany Hamilton

compare_RML_HPS function

<dl><dt>iterations</dt>
<dd>number of independent iterations of the simulation</dd>
<dt>beta</dt>
<dd>vector of fixed effect parameters</dd>
<dt>rho</dt>
<dd>intra-class correlation parameter</dd>
<dt>phi</dt>
<dd>autocorrelation parameter</dd>
<dt>design</dt>
<dd>design matrix. If not specified, it will be calculated based on <code>m</code>, <code>n</code>, and <code>MB</code>.</dd>
<dt>m</dt>
<dd>number of cases. Not used if <code>design</code> is specified.</dd>
<dt>n</dt>
<dd>number of measurement occasions. Not used if <code>design</code> is specified.</dd>
<dt>MB</dt>
<dd>If true, a multiple baseline design will be used; otherwise, an AB design will be used. Not used if <code>design</code> is specified.</dd></dl>

Arguments

Run simulation comparing REML and HPS estimates — compare_RML_HPS

<dl>

<dt>iterations</dt>
<dd>number of independent iterations of the simulation</dd>


<dt>beta</dt>
<dd>vector of fixed effect parameters</dd>


<dt>rho</dt>
<dd>intra-class correlation parameter</dd>


<dt>phi</dt>
<dd>autocorrelation parameter</dd>


<dt>design</dt>
<dd>design matrix. If not specified, it will be calculated based on <code>m</code>, <code>n</code>, and <code>MB</code>.</dd>


<dt>m</dt>
<dd>number of cases. Not used if <code>design</code> is specified.</dd>


<dt>n</dt>
<dd>number of measurement occasions. Not used if <code>design</code> is specified.</dd>


<dt>MB</dt>
<dd>If true, a multiple baseline design will be used; otherwise, an AB design will be used. Not used if <code>design</code> is specified.</dd>

</dl>

compare_RML_HPS: Run simulation comparing REML and HPS estimates

Description

Usage

Value

Arguments

References

Examples