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 |
| 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: bayesDiagnostics_0.1.0.zip, r-release: bayesDiagnostics_0.1.0.zip, r-oldrel: bayesDiagnostics_0.1.0.zip |
| 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 |
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