Bivariate Zero-Inflated Count Models Using Copulas.
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
orpzinb
,dzip
ordzinb
,qzip
orqzinb
, andrzip
orrzinb
)
Installation
To install from CRAN: install.packages("bizicount")
To install from GitHub: devtools::install_github("jmniehaus/bizicount", dependencies = TRUE)