.calculate_diagnostic_measures

Calculate diagnostic measures for gkwreg plots

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

.calculate_diagnostic_measures function

<dl><dt>y_obs</dt>
<dd>Vector of observed values</dd>
<dt>fitted_vals</dt>
<dd>Vector of fitted values</dd>
<dt>resid_vec</dt>
<dd>Vector of residuals</dd>
<dt>model_matrices</dt>
<dd>List of model matrices</dd>
<dt>model_params</dt>
<dd>List of model parameters</dd>
<dt>param_vectors</dt>
<dd>List of parameter vectors</dd>
<dt>idx</dt>
<dd>Vector of observation indices</dd>
<dt>family</dt>
<dd>Character string specifying distribution family</dd>
<dt>param_info</dt>
<dd>Parameter information for the family</dd></dl>

Arguments

Calculate diagnostic measures for gkwreg plots — .calculate_diagnostic_measures

<dl>

<dt>y_obs</dt>
<dd>Vector of observed values</dd>


<dt>fitted_vals</dt>
<dd>Vector of fitted values</dd>


<dt>resid_vec</dt>
<dd>Vector of residuals</dd>


<dt>model_matrices</dt>
<dd>List of model matrices</dd>


<dt>model_params</dt>
<dd>List of model parameters</dd>


<dt>param_vectors</dt>
<dd>List of parameter vectors</dd>


<dt>idx</dt>
<dd>Vector of observation indices</dd>


<dt>family</dt>
<dd>Character string specifying distribution family</dd>


<dt>param_info</dt>
<dd>Parameter information for the family</dd>

</dl>

.calculate_diagnostic_measures: Calculate diagnostic measures for gkwreg plots

Description

Usage

Value

Arguments