Description
Tidy Methods for Bayesian Treatment Effect Models.
Description
Functions for extracting tidy data from Bayesian treatment effect models, in particular BART, but extensions are possible. Functionality includes extracting tidy posterior summaries as in 'tidybayes' <https://github.com/mjskay/tidybayes>, estimating (average) treatment effects, common support calculations, and plotting useful summaries of these.
README.md
Tidy methods for Bayesian treatment effect models
tidytreatment
is an R
package that provides functions for extracting tidy data from Bayesian treatment effect models, estimating treatment effects, and plotting useful summaries of these. This package closely follows the output style from the tidybayesR
package in order to use some functions provided by tidybayes
.
The package currently supports the following models:
in addition to models supported by tidybayes.
See this HTML vignette or vignette("use-tidytreatment-BART")
for examples of usage.
How to install
CRAN
Install the release version from CRAN with install.packages("tidytreament")
.
Github
To install the latest development version:
- Make sure at least one of the above model fitting packages is installed.
- In
R
make sureremotes
is installed. Install withinstall.packages("remotes")
.- For help: see the Rtools (windows) and Xcode (macOS) links on this page.
- Run
remotes::install_github("bonStats/tidytreatment")