Tidy Methods for Bayesian Treatment Effect Models

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Documentation for package ‘tidytreatment’ version 0.3.1

• 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.stan4bartFit	Get expected prediction draws from posterior of 'stan4bart'-package models
fitted_draws.bartMachine	Get fitted draws from posterior of 'bartMachine' model
fitted_draws.lbart	Get fitted draws from posterior of 'lbart' model
fitted_draws.mbart	Get fitted draws from posterior of 'mbart' model
fitted_draws.mbart2	Get fitted draws from posterior of 'mbart2' model
fitted_draws.pbart	Get fitted draws from posterior of 'pbart' model
fitted_draws.wbart	Get fitted draws from posterior of 'wbart' model
fitted_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 expected prediction draws (on linear scale) 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.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'-package 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