bayesDiagnostics: Comprehensive Bayesian Model Diagnostics and Comparison Tools
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 |
Documentation:
Downloads:
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