MRPWorkflow-method-compare_models

compare_models

The <code>$compare_models()</code> method compares multiple fitted <code>MRPModel</code> objects
using leave-one-out cross-validation to assess relative model performance. Check out the
<a href="https://mrp-interface.github.io/shinymrp/articles/example#compare_models">More examples of R6 classes</a>
vignette for usage examples.

Dual interfaces, graphical and programmatic, designed for
intuitive applications of Multilevel Regression and Poststratification (MRP).
Users can apply the method to a variety of datasets, from electronic health records
to sample survey data, through an end-to-end Bayesian data analysis workflow.
The package provides robust tools for data cleaning, exploratory analysis,
flexible model building, and insightful result visualization. For more details, see
Si et al. (2020) <https://www150.statcan.gc.ca/n1/en/pub/12-001-x/2020002/article/00003-eng.pdf?st=iF1_Fbrh>
and Si (2025) <doi:10.1214/24-STS932>.

Toan Tran

shinymrp

Interface for Multilevel Regression and Poststratification

Jonah Gabry

Yajuan Si

MRPWorkflow-method-compare_models function

<dl><dt>...</dt>
<dd>Multiple MRPModel objects to compare.</dd>
<dt>suppress</dt>
<dd>Character string specifying output to suppress during comparison.</dd></dl>

Arguments

The <code>$compare_models()</code> method compares multiple fitted <code>MRPModel</code> objects
using leave-one-out cross-validation to assess relative model performance. Check out the
<a href='https://mrp-interface.github.io/shinymrp/articles/example#compare_models'>More examples of R6 classes</a>
vignette for usage examples.

Compare models using LOO-CV — MRPWorkflow-method-compare_models

<dl>

<dt>...</dt>
<dd>Multiple MRPModel objects to compare.</dd>


<dt>suppress</dt>
<dd>Character string specifying output to suppress during comparison.</dd>

</dl>

MRPWorkflow-method-compare_models: Compare models using LOO-CV

Description

Usage

Value

Arguments