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psborrow2
View on CRAN: Click
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Download and install psborrow2 package within the R console
Install from CRAN:
install.packages("psborrow2")
Install from Github:
library("remotes")
install_github("cran/psborrow2")
Install by package version:
library("remotes")
install_version("psborrow2", "0.0.3.3")
Attach the package and use:
library("psborrow2")
Maintained by
Matt Secrest
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2024-04-03
Latest Update: 2024-04-12
Description:
Bayesian dynamic borrowing is an approach to incorporating external data to supplement a randomized, controlled trial analysis in which external data are incorporated in a dynamic way (e.g., based on similarity of outcomes); see Viele 2013 <doi:10.1002/pst.1589> for an overview. This package implements the hierarchical commensurate prior approach to dynamic borrowing as described in Hobbes 2011 <doi:10.1111/j.1541-0420.2011.01564.x>. There are three main functionalities. First, 'psborrow2' provides a user-friendly interface for applying dynamic borrowing on the study results handles the Markov Chain Monte Carlo sampling on behalf of the user. Second, 'psborrow2' provides a simulation framework to compare different borrowing parameters (e.g. full borrowing, no borrowing, dynamic borrowing) and other trial and borrowing characteristics (e.g. sample size, covariates) in a unified way. Third, 'psborrow2' provides a set of functions to generate data for simulation studies, and also allows the user to specify their own data generation process. This package is designed to use the sampling functions from 'cmdstanr' which can be installed from <https://mc-stan.org/r-packages/>.
How to cite:
Matt Secrest (2024). psborrow2: Bayesian Dynamic Borrowing Analysis and Simulation. R package version 0.0.3.3, https://cran.r-project.org/web/packages/psborrow2
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