bizicount: 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.
Version: |
1.3.3 |
Depends: |
R (≥ 4.1.0) |
Imports: |
pbivnorm (≥ 0.6.0), Formula (≥ 1.2-4), rlang (≥ 0.4.7), MASS (≥ 7.3-54), numDeriv (≥ 2016.8-1.1), methods, stats, utils, DHARMa (≥ 0.3.4), texreg (≥ 1.37.5) |
Suggests: |
covr, testthat (≥ 3.0.0) |
Published: |
2024-05-01 |
DOI: |
10.32614/CRAN.package.bizicount |
Author: |
John Niehaus [aut, cre] |
Maintainer: |
John Niehaus <jniehaus2257 at gmail.com> |
BugReports: |
https://github.com/jmniehaus/bizicount/issues |
License: |
GPL (≥ 3) |
URL: |
https://github.com/jmniehaus/bizicount |
NeedsCompilation: |
no |
Citation: |
bizicount citation info |
Materials: |
README NEWS |
CRAN checks: |
bizicount results |
Documentation:
Downloads:
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