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Description

Bivariate Zero-Inflated Count Models Using Copulas.

Maximum likelihood estimation of copula-based zero-inflated (and non-inflated) Poisson and negative binomial count models, based on the article <doi:10.18637/jss.v109.i01>. Supports Frank and Gaussian copulas. Allows for mixed margins (e.g., one margin Poisson, the other zero-inflated negative binomial), and several marginal link functions. Built-in methods for publication-quality tables using 'texreg', post-estimation diagnostics using 'DHARMa', and testing for marginal zero-modification via <doi:10.1177/0962280217749991>. For information on copula regression for count data, see Genest and Nešlehová (2007) <doi:10.1017/S0515036100014963> as well as Nikoloulopoulos (2013) <doi:10.1007/978-3-642-35407-6_11>. For information on zero-inflated count regression generally, see Lambert (1992) <https://www.jstor.org/stable/1269547?origin=crossref>. The author acknowledges support by NSF DMS-1925119 and DMS-212324.

bizicount

R-CMD-check CRAN_Status_Badge minimal R version License: GPL v3 Downloads: Codecov test coverage

The bizicount R-package is primarily for estimating copula-based bivariate count regression models, with and without zero-inflation or overdispersion. However, its full suite of functions can:

  • Estimate copula-based bivariate zero-inflated count regression models, as well as non-inflated models.

  • Estimate univariate zero-inflated count models (zic.reg)

  • Carry out post estimation diagnostics using the DHARMa package (simulate.bizicount, simulate.zicreg, make_DHARMa)

  • Produce professional tables in latex, word, or plain-text using the texreg package (extract.bizicount, extract.zicreg).

  • Test for zero modification using zi_test()(He et al. 2019).

  • Evaluate univariate zero-inflated count distribution CDFs, PDFs, and quantile functions, and generate random zero-inflated counts (pzip or pzinb, dzip or dzinb, qzip or qzinb, and rzip or rzinb)

 

Installation

To install from CRAN: install.packages("bizicount")

To install from GitHub: devtools::install_github("jmniehaus/bizicount", dependencies = TRUE)

Metadata

Version

1.3.3

License

Unknown

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