.calculate_theoretical_pdf

Calculate Theoretical PDF Values for GKw Family Distributions

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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_theoretical_pdf function

<dl><dt>x</dt>
<dd>Numeric vector of data points</dd>
<dt>family</dt>
<dd>Character string specifying the distribution family</dd>
<dt>params</dt>
<dd>Named numeric vector of distribution parameters</dd></dl>

Arguments

Calculate Theoretical PDF Values for GKw Family Distributions — .calculate_theoretical_pdf

<dl>

<dt>x</dt>
<dd>Numeric vector of data points</dd>


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


<dt>params</dt>
<dd>Named numeric vector of distribution parameters</dd>

</dl>

.calculate_theoretical_pdf: Calculate Theoretical PDF Values for GKw Family Distributions

Description

Usage

Value

Arguments