R: Tidy Methods for Bayesian Treatment Effect Models

# Tidy Methods for Bayesian Treatment Effect Models

## Documentation for package ‘tidytreatment’ version 0.3.2

- DESCRIPTION file.
- User guides, package vignettes and other documentation.
- Package NEWS.

## Help Pages

tidytreatment-package | tidytreatment: Tidy methods for Bayesian treatment effect models
avg_treatment_effects | Get (conditional) average treatment effect draws from posterior
bartmodel1 | Example model 1
bartmodel1_modelmatrix | Model matrix used for 'bartmodel1'
covariate_importance | Counts of variable overall inclusion
covariate_with_treatment_importance | Counts of variable inclusion when interacting with treatment
epred_draws.bartcFit | Get expected prediction draws from posterior of 'bartCause'-package objects
epred_draws.bartMachine | Get fitted draws from posterior of 'bartMachine' model
epred_draws.lbart | Get fitted draws from posterior of 'lbart' model
epred_draws.mbart | Get fitted draws from posterior of 'mbart' model
epred_draws.mbart2 | Get fitted draws from posterior of 'mbart2' model
epred_draws.pbart | Get fitted draws from posterior of 'pbart' model
epred_draws.stan4bartFit | Get expected prediction draws from posterior of 'stan4bart'-package models
epred_draws.wbart | Get fitted draws from posterior of 'wbart' model
epred_draws_BART | Get fitted draws from posterior of 'BART'-package models
has_common_support | Evaluate if observations have common support.
has_tidytreatment_methods | Check if a model class has required generic methods for tidytreatment functions.
highDim_testdataset3 | ACIC2019 High Dimensional Test Dataset
linpred_draws.bartcFit | Get expected prediction draws (on linear scale) from posterior of 'bartCause'-package objects
linpred_draws.stan4bartFit | Get linear predictor draws from posterior of 'stan4bart'-package models
posterior_trees_BART | Get posterior tree draws into tibble format from BART model
predicted_draws.bartcFit | Get prediction draws from posterior of 'bartCause'-package objects
predicted_draws.bartMachine | Get predict draws from posterior of 'bartMachine' model
predicted_draws.lbart | Get predict draws from posterior of 'lbart' model
predicted_draws.pbart | Get predict draws from posterior of 'pbart' model
predicted_draws.stan4bartFit | Get prediction draws from posterior of 'stan4bart'-package models
predicted_draws.wbart | Get predict draws from posterior of 'wbart' model
predicted_draws_BART | Get predict draws from posterior of 'BART::wbart' models
residual_draws.bartMachine | Get residual draw for 'bartMachine' model
residual_draws.pbart | Get residual draw for 'pbart' model
residual_draws.wbart | Get residual draw for 'wbart' model
residual_draws_BART | Get residual draw for BART model
simulate_su_hill_data | Simulate data with scenarios from Hill and Su (2013)
suhillsim1 | Example simulated dataset 1
suhillsim2_ranef | Example simulated dataset 2: with subject specific random effects
tidytreatment | tidytreatment: Tidy methods for Bayesian treatment effect models
tidy_ate | Get average treatment effect draws from posterior
tidy_att | Get average treatment effect on treated draws from posterior
tidy_draws.bartcFit | Tidy access to posterior of 'bartCause'-package objects
treatment_effects | Get (individual) treatment effect draws from posterior
treatment_effects.bartcFit | Get (individual) treatment effect draws from bartcFit posterior
treatment_effects.default | Get treatment effect draws from posterior
variance_draws | Get variance draws from posterior of BART models