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) |