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gkwdist: Generalized Kumaraswamy Distribution Family

Implements the five-parameter Generalized Kumaraswamy ('gkw') distribution proposed by 'Carrasco, Ferrari and Cordeiro (2010)' <doi:10.48550/arXiv.1004.0911> and its seven nested sub-families for modeling bounded continuous data on the unit interval (0,1). The 'gkw' distribution extends the Kumaraswamy distribution described by Jones (2009) <doi:10.1016/j.stamet.2008.04.001>. Provides density, distribution, quantile, and random generation functions, along with analytical log-likelihood, gradient, and Hessian functions implemented in 'C++' via 'RcppArmadillo' for maximum computational efficiency. Suitable for modeling proportions, rates, percentages, and indices exhibiting complex features such as asymmetry, or heavy tails and other shapes not adequately captured by standard distributions like simple Beta or Kumaraswamy.

Version: 1.0.10
Imports: Rcpp, RcppArmadillo, magrittr, numDeriv
LinkingTo: Rcpp, RcppArmadillo
Suggests: knitr, rmarkdown, testthat (≥ 3.0.0)
Published: 2025-11-13
DOI: 10.32614/CRAN.package.gkwdist (may not be active yet)
Author: José Evandeilton Lopes ORCID iD [aut, cre]
Maintainer: José Evandeilton Lopes <evandeilton at gmail.com>
BugReports: https://github.com/evandeilton/gkwdist/issues
License: MIT + file LICENSE
URL: https://github.com/evandeilton/gkwdist, https://evandeilton.github.io/gkwdist/
NeedsCompilation: yes
Language: en-US
Citation: gkwdist citation info
Materials: README, NEWS
CRAN checks: gkwdist results

Documentation:

Reference manual: gkwdist.html , gkwdist.pdf
Vignettes: Introduction to gkwdist (source, R code)

Downloads:

Package source: gkwdist_1.0.10.tar.gz
Windows binaries: r-devel: not available, r-release: not available, r-oldrel: not available
macOS binaries: r-release (arm64): gkwdist_1.0.10.tgz, r-oldrel (arm64): gkwdist_1.0.10.tgz, r-release (x86_64): gkwdist_1.0.10.tgz, r-oldrel (x86_64): gkwdist_1.0.10.tgz

Linking:

Please use the canonical form https://CRAN.R-project.org/package=gkwdist to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.