Tidy Methods for Bayesian Treatment Effect Models
Get (conditional) average treatment effect draws from posterior
Counts of variable overall inclusion
Counts of variable inclusion when interacting with treatment
Get expected prediction draws from posterior of bartCause-package ob...
Get expected prediction draws from posterior of stan4bart-package mo...
Get fitted draws from posterior of BART-package models
Get fitted draws from posterior of bartMachine model
Get fitted draws from posterior of lbart model
Get fitted draws from posterior of mbart model
Get fitted draws from posterior of mbart2 model
Get fitted draws from posterior of pbart model
Get fitted draws from posterior of wbart model
Evaluate if observations have common support.
Check if a model class has required generic methods for tidytreatment ...
Get expected prediction draws (on linear scale) from posterior of `bar...
Get expected prediction draws (on linear scale) from posterior of `sta...
Pipe operator
Get posterior tree draws into tibble format from BART model
Get predict draws from posterior of BART-package models
Get prediction draws from posterior of bartCause-package objects
Get predict draws from posterior of bartMachine model
Get prediction draws from posterior of stan4bart-package models
Get predict draws from posterior of wbart model
Get residual draw for BART model
Get residual draw for bartMachine model
Get residual draw for pbart model
Get residual draw for wbart model
Simulate data with scenarios from Hill and Su (2013)
Get average treatment effect draws from posterior
Get average treatment effect on treated draws from posterior
Tidy access to posterior of bartCause-package objects
tidytreatment: Tidy methods for Bayesian treatment effect models
Get (individual) treatment effect draws from bartcFit posterior
Get treatment effect draws from posterior
Get (individual) treatment effect draws from posterior
Get variance draws from posterior of BART 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.
Useful links