Package: tidytreatment 0.3.0.1
tidytreatment: Tidy Methods for Bayesian Treatment Effect Models
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.
Authors:
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tidytreatment.pdf |tidytreatment.html✨
tidytreatment/json (API)
NEWS
# Install 'tidytreatment' in R: |
install.packages('tidytreatment', repos = c('https://bonstats.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/bonstats/tidytreatment/issues
- bartmodel1 - Example model 1
- bartmodel1_modelmatrix - Model matrix used for 'bartmodel1'
- highDim_testdataset3 - ACIC2019 High Dimensional Test Dataset
- suhillsim1 - Example simulated dataset 1
- suhillsim2_ranef - Example simulated dataset 2: with subject specific random effects
Last updated 1 years agofrom:e740bcad66. Checks:OK: 1 WARNING: 6. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Oct 22 2024 |
R-4.5-win | WARNING | Oct 22 2024 |
R-4.5-linux | WARNING | Oct 22 2024 |
R-4.4-win | WARNING | Oct 22 2024 |
R-4.4-mac | WARNING | Oct 22 2024 |
R-4.3-win | WARNING | Oct 22 2024 |
R-4.3-mac | WARNING | Oct 22 2024 |
Exports:%>%avg_treatment_effectscovariate_importancecovariate_with_treatment_importancehas_common_supporthas_tidytreatment_methodssimulate_su_hill_datatidy_atetidy_atttreatment_effectsvariance_draws
Dependencies:abindarrayhelpersbackportsbitbit64checkmateclicliprcodacolorspacecpp11crayondbartsdistributionaldplyrfansifarvergenericsggdistggplot2gluegtablehmsisobandlabelinglatticelifecyclemagrittrMASSMatrixmatrixStatsmgcvmunsellnlmenumDerivpillarpkgconfigposteriorprettyunitsprogresspurrrquadprogR6RColorBrewerRcppreadrrlangscalesstringistringrsvUnittensorAtibbletidybayestidyrtidyselecttzdbutf8vctrsviridisLitevroomwithr
Using the tidytreatment package with BART
Rendered fromuse-tidytreatment-BART.Rmd
usingknitr::rmarkdown
on Oct 22 2024.Last update: 2022-02-19
Started: 2020-04-27
Using the tidytreatment package with bartCause
Rendered fromuse-tidytreatment-bartCause.Rmd
usingknitr::rmarkdown
on Oct 22 2024.Last update: 2023-05-18
Started: 2023-05-18