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Fits a Bayesian joint model for longitudinal zero-inflated negative binomial (ZINB) and ordinal outcomes with shared random effects under a centered Dirichlet process mixture model (CDPMM) prior. Provides a blocked Gibbs sampler with Polya-Gamma (PG) and Chinese restaurant table data augmentation, plus helpers for simulation and posterior summaries based on the deviance information criterion (DIC), the widely applicable information criterion (WAIC) and the leave-one-out information criterion (LOOIC). The PG augmentation follows Polson, Scott and Windle (2013) <doi:10.1080/01621459.2013.829001>, the zero-inflated negative binomial construction follows Neelon (2019) <doi:10.1214/18-BA1132>, and the centered Dirichlet process mixture prior follows Tang, Tang and Pan (2014) <doi:10.1016/j.csda.2014.02.015>.
| Version: | 0.1.0 |
| Depends: | R (≥ 4.1.0) |
| Imports: | BayesLogit, mvtnorm, MCMCpack, truncnorm, loo, stats |
| Suggests: | testthat (≥ 3.0.0) |
| Published: | 2026-10-21 |
| DOI: | 10.32614/CRAN.package.zinbcdpmm |
| Author: | Shuqing Liang [aut, cre], Jiang Du [aut] |
| Maintainer: | Shuqing Liang <lsq19853500795 at 163.com> |
| BugReports: | https://github.com/Liang-ShuQing/zinb-ordinal-cdpmm-code/issues |
| License: | MIT + file LICENSE |
| URL: | https://github.com/Liang-ShuQing/zinb-ordinal-cdpmm-code |
| NeedsCompilation: | no |
| Materials: | README, NEWS |
| CRAN checks: | zinbcdpmm results |
| Reference manual: | zinbcdpmm.html , zinbcdpmm.pdf |
| Package source: | zinbcdpmm_0.1.0.tar.gz |
| Windows binaries: | r-devel: not available, r-release: not available, r-oldrel: zinbcdpmm_0.1.0.zip |
| macOS binaries: | r-release (arm64): zinbcdpmm_0.1.0.tgz, r-oldrel (arm64): zinbcdpmm_0.1.0.tgz, r-release (x86_64): zinbcdpmm_0.1.0.tgz, r-oldrel (x86_64): zinbcdpmm_0.1.0.tgz |
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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.