Year: 2024
Type: dataset
Abstract: 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.
Language: English
Subfield: Statistics and Probability
Field: Mathematics
Domain: Physical Sciences
Open Access status: gold
OpenAlex ID: W4399639648