mjskay / tidytreatment

Tidy methods for Bayesian treatment effect models

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

Tidy methods for Bayesian treatment effect models

R-CMD-check CRAN status CRAN downloads

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 tidybayes R package in order to use some functions provided by tidybayes.

The package currently supports the following models:

  • BART: see CRAN
  • bartMachine: see CRAN.
  • bcf: see CRAN (in development, see branch bcf-hold on github).

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:

  1. Make sure at least one of the above model fitting packages is installed.
  2. In R make sure remotes is installed. Install with install.packages("remotes").
    • For help: see the Rtools (windows) and Xcode (macOS) links on this page.
  3. Run remotes::install_github("bonStats/tidytreatment")

About

Tidy methods for Bayesian treatment effect models

License:Other


Languages

Language:R 100.0%