# Bayesian Additive Regression Trees using Bayesian Model Averaging

## Documentation for package ‘bartBMA’ version 1.0

- DESCRIPTION file.

## Help Pages

bartBMA | Bayesian Additive Regression Trees Using Bayesian Model Averaging (BART-BMA)
bartBMA.default | Bayesian Additive Regression Trees Using Bayesian Model Averaging (BART-BMA)
bartBMA_with_ITEs_exact_par | Prediction intervals for bart-bma output obtained using linear algebra to obtain means and variances, and using bisection to find the quantiles of the mixture of t distributions.
ITEs_bartBMA | ITE Predictions (in-sample) using bartBMA and the method described by Hill (2011)
ITEs_bartBMA_exact_par | Estimate ITEs and obtain credible intervals (in-sample or out-of-sample).
ITEs_CATT_bartBMA_exact_par | Estimate ITEs, CATE, CATT, CATNT and obtain credible intervals (in-sample or out-of-sample).
predict_bartBMA | Predictions for a new dataset using an existing bartbma object
predict_probit_bartBMA | Predictions for a new dataset using an existing probit_bartBMA object
preds_bbma_lin_alg | Predictions for bart-bma output obtained from the posterior probability weighted averaged of the posterior means for each model
pred_expectation_intervals_bbma_GS | Prediction intervals for bart-bma output
pred_intervals_bbma_GS | Prediction intervals for bart-bma output
pred_intervals_new_initials_GS | Prediction intervals for bart-bma output
pred_ints_exact | Prediction intervals for bart-bma output obtained using linear algebra to obtain means and variances, and using bisection to find the quantiles of the mixture of t distributions.
pred_ints_exact_par | Prediction intervals for bart-bma output obtained using linear algebra to obtain means and variances, and using bisection to find the quantiles of the mixture of t distributions.
pred_means_bbma_GS | Predictions for bart-bma output obtained from a Gibbs sampler
pred_means_bbma_new_initials_GS | Predictions for bart-bma output obtained from a Gibbs sampler
probit_bartBMA | Probit BART_BMA for classification of a binary variable
probit_bartBMA.default | Probit BART_BMA for classification of a binary variable
varImpScores | Variable importances as defined by Hernandez et al. (2018)
varIncProb | Variable inclusion probabilities as defined by Linero (2018)