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bizicount

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)

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Install

install.packages('bizicount')

Monthly Downloads

191

Version

1.3.3

License

GPL (>= 3)

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Maintainer

John Niehaus

Last Published

May 1st, 2024

Functions in bizicount (1.3.3)

zip

The zero-inflated Poisson (ZIP) distribution
zi_test

He's (2019) test for zero-modification
zic.reg

Univariate zero-inflated Poisson and negative binomial regression models
zicreg-class

The zicreg S4 Class
zinb

The zero-inflated negative binomial (ZINB) distribution
make_DHARMa

DHARMa-class objects from bizicount models
terror

Nigeria Terrorism Data
predict.zicreg

Predictions for univariate zero-inflated count regression models
simulate.zicreg

Simulating response values from fitted univariate zero-inflated count regression model
extract.zicreg

Texreg for zicreg objects
extract.bizicount

Texreg for bizicount objects
bizicount-class

The bizicount S4 Class
bizicount-package

bizicount: Copula-Based Bivariate Zero-Inflated Count Regression Models
bizicount

Bizicount: Maximum likelihood estimation of copula-based bivariate zero-inflated (and non-inflated) count models
simulate.bizicount

Simulating response values using parameters from fitted bizicount models