Tidy Methods for Bayesian Treatment Effect Models

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Documentation for package ‘tidytreatment’ version 0.2.2

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

Help Pages

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
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
posterior_trees_BART	Get posterior tree draws into tibble format from BART model
predicted_draws.bartMachine	Get predict draws from posterior of 'bartMachine' model
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
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
treatment_effects	Get (individual) treatment effect draws from posterior
treatment_effects.default	Get treatment effect draws from posterior
variance_draws	Get variance draws from posterior of BART models