generate_report

Generate R Markdown report with analysis results

internal

Implements regression models for bounded continuous data in the open interval (0,1) using the five-parameter Generalized Kumaraswamy distribution. Supports modeling all distribution parameters (alpha, beta, gamma, delta, lambda) as functions of predictors through various link functions. Provides efficient maximum likelihood estimation via Template Model Builder ('TMB'), offering comprehensive diagnostics, model comparison tools, and simulation methods. Particularly useful for analyzing proportions, rates, indices, and other bounded response data with complex distributional features not adequately captured by simpler models.

Lopes J. E.

gkwreg

Generalized Kumaraswamy Regression Models for Bounded Data

generate_report function

<dl><dt>fits</dt>
<dd>List of fitted gkwfit models</dd>
<dt>comparison</dt>
<dd>Data frame with comparison statistics</dd>
<dt>metrics</dt>
<dd>List with additional fit metrics</dd>
<dt>plots</dt>
<dd>ggplot2 object with diagnostic plots</dd>
<dt>data</dt>
<dd>Original data vector</dd>
<dt>output_file</dt>
<dd>File path for the output report</dd></dl>

Arguments

Generate R Markdown report with analysis results — generate_report

<dl>

<dt>fits</dt>
<dd>List of fitted gkwfit models</dd>


<dt>comparison</dt>
<dd>Data frame with comparison statistics</dd>


<dt>metrics</dt>
<dd>List with additional fit metrics</dd>


<dt>plots</dt>
<dd>ggplot2 object with diagnostic plots</dd>


<dt>data</dt>
<dd>Original data vector</dd>


<dt>output_file</dt>
<dd>File path for the output report</dd>

</dl>

generate_report: Generate R Markdown report with analysis results

Description

Usage

Value

Arguments