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hdbayes: Bayesian Analysis of Generalized Linear Models with Historical
Data
User-friendly functions for leveraging (multiple) historical data set(s)
for generalized linear models. Contains functions for sampling from the posterior
distribution of a generalized linear model using the prior induced by the Bayesian
hierarchical model, power prior by Ibrahim and Chen (2000) <doi:10.1214/ss/1009212673>,
normalized power prior by Duan et al. (2006) <doi:10.1002/env.752>, normalized
asymptotic power prior by Ibrahim et al. (2015) <doi:10.1002/sim.6728>, commensurate
prior by Hobbs et al. (2011) <doi:10.1111/j.1541-0420.2011.01564.x>, robust
meta-analytic-predictive prior by Schmidli et al. (2014) <doi:10.1111/biom.12242>,
and the latent exchangeability prior (LEAP) by Alt et al. (2023) <doi:10.48550/arXiv.2303.05223>.
The package compiles all the 'CmdStan' models once during installation using the
'instantiate' package.
| Version: |
0.0.3 |
| Depends: |
R (≥ 4.2.0) |
| Imports: |
instantiate (≥ 0.1.0), callr, fs, formula.tools, stats, posterior, enrichwith, mclust, bridgesampling |
| Suggests: |
cmdstanr (≥ 0.6.0), parallel |
| Published: |
2024-04-08 |
| Author: |
Ethan M. Alt 
[aut, cre, cph],
Xinxin Chen [aut],
Luiz M. Carvalho [aut],
Joseph G. Ibrahim [aut],
Xiuya Chang [ctb] |
| Maintainer: |
Ethan M. Alt <ethanalt at live.unc.edu> |
| BugReports: |
https://github.com/ethan-alt/hdbayes/issues |
| License: |
MIT + file LICENSE |
| URL: |
https://github.com/ethan-alt/hdbayes |
| NeedsCompilation: |
yes |
| SystemRequirements: |
CmdStan
(https://mc-stan.org/users/interfaces/cmdstan) |
| Additional_repositories: |
https://mc-stan.org/r-packages/ |
| Materials: |
NEWS |
| CRAN checks: |
hdbayes results |
Documentation:
Downloads:
Linking:
Please use the canonical form
https://CRAN.R-project.org/package=hdbayes
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.
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