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Provides comprehensive tools for Bayesian model diagnostics and comparison. Includes prior sensitivity analysis, posterior predictive checks (Gelman et al. (2013) <doi:10.1201/b16018>), advanced model comparison using Pareto-smoothed importance sampling leave-one-out cross-validation (Vehtari et al. (2017) <doi:10.1007/s11222-016-9696-4>), convergence diagnostics, and prior elicitation tools. Integrates with 'brms' (Burkner (2017) <doi:10.18637/jss.v080.i01>), 'rstan', and 'rstanarm' packages for comprehensive Bayesian workflow diagnostics.
| Version: | 0.1.0 |
| Depends: | R (≥ 4.1.0) |
| Imports: | brms (≥ 2.18.0), checkmate (≥ 2.1.0), ggplot2 (≥ 3.4.0), gridExtra, loo (≥ 2.5.0), posterior (≥ 1.0.0), matrixStats, bridgesampling, rstan (≥ 2.26.0), tidyr (≥ 1.3.0) |
| Suggests: | bayesplot (≥ 1.10.0), covr, knitr, magrittr (≥ 2.0.0), purrr (≥ 1.0.0), rmarkdown, rstanarm (≥ 2.21.0), scales (≥ 1.2.0), spelling, testthat (≥ 3.0.0), tibble (≥ 3.2.0), lme4 |
| Published: | 2026-01-14 |
| DOI: | 10.32614/CRAN.package.bayesDiagnostics (may not be active yet) |
| Author: | Ibrahim Kholil Rakib [aut, cre] |
| Maintainer: | Ibrahim Kholil Rakib <ikrakib1010 at gmail.com> |
| BugReports: | https://github.com/ikrakib/bayesDiagnostics/issues |
| License: | MIT + file LICENSE |
| URL: | https://github.com/ikrakib/bayesDiagnostics |
| NeedsCompilation: | no |
| Language: | en-US |
| Materials: | README, NEWS |
| CRAN checks: | bayesDiagnostics results |
| Reference manual: | bayesDiagnostics.html , bayesDiagnostics.pdf |
| Vignettes: |
Introduction to bayesDiagnostics (source, R code) |
| Package source: | bayesDiagnostics_0.1.0.tar.gz |
| Windows binaries: | r-devel: not available, r-release: not available, r-oldrel: not available |
| macOS binaries: | r-release (arm64): bayesDiagnostics_0.1.0.tgz, r-oldrel (arm64): bayesDiagnostics_0.1.0.tgz, r-release (x86_64): bayesDiagnostics_0.1.0.tgz, r-oldrel (x86_64): bayesDiagnostics_0.1.0.tgz |
Please use the canonical form https://CRAN.R-project.org/package=bayesDiagnostics to link to this page.
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.