generate_datasets

This function generates a specified number of datasets for use in ANOVA
simulations.Each dataset is generated based on a specified number of groups,
effect size, and sample size per group. The data generation follows the model:
yi = mu1xi1 + ... + mukxik + ei, as described in Vanbrabant, Van De Schoot,
and Rosseel (2015).

Offering enhanced statistical power compared to traditional
hypothesis testing methods, informative hypothesis testing allows researchers
to explicitly model their expectations regarding the relationships among
parameters. An important software tool for this framework is 'restriktor'.
The 'mmirestriktor' package provides 'shiny' web applications to implement
some of the basic functionality of 'restriktor'. The mmirestriktor() function
launches a 'shiny' application for fitting and analyzing models with
constraints. The FbarCards() function launches a card game application which
can help build intuition about informative hypothesis testing. The
iht_interpreter() helps interpret informative hypothesis testing results based
on guidelines in Vanbrabant and Rosseel (2020) <doi:10.4324/9780429273872-14>.

Mackson Ncube

mmirestriktor

Informative Hypothesis Testing Web Applications

mightymetrika, LLC 

generate_datasets function

<dl><dt>S</dt>
<dd>Integer, the number of datasets to generate.</dd>
<dt>k</dt>
<dd>Integer, the number of groups (k = 3, ..., 8).</dd>
<dt>f</dt>
<dd>Numeric, the effect size (f = 0.10, 0.15, 0.20, 0.25, 0.30, 0.40).</dd>
<dt>n</dt>
<dd>Integer, the sample size per group.</dd></dl>

Arguments

Generate Datasets for ANOVA Simulation — generate_datasets

<dl>

<dt>S</dt>
<dd>Integer, the number of datasets to generate.</dd>


<dt>k</dt>
<dd>Integer, the number of groups (k = 3, ..., 8).</dd>


<dt>f</dt>
<dd>Numeric, the effect size (f = 0.10, 0.15, 0.20, 0.25, 0.30, 0.40).</dd>


<dt>n</dt>
<dd>Integer, the sample size per group.</dd>

</dl>

generate_datasets: Generate Datasets for ANOVA Simulation

Description

Usage

Value

Arguments

References

Examples