# Stochastic Tree Ensembles (XBART and BART) for Supervised Learning and Causal Inference

## Documentation for package ‘stochtree’ version 0.4.4

- DESCRIPTION file
- Package NEWS
- Package README

## Help Pages

B C D E F G J L O P R S

stochtree-package | stochtree: Stochastic Tree Ensembles (XBART and BART) for Supervised Learning and Causal Inference

## -- B --

bart | Run BART for Supervised Learning
BARTSerialization | BART Serialization Routines
bcf | Run BCF for Causal Effect Estimation
BCFSerialization | BCF Serialization Routines

## -- C --

calibrateInverseGammaErrorVariance | Calibrate Inverse Gamma Prior
computeBARTPosteriorInterval | Compute BART Posterior Credible Intervals
computeBCFPosteriorInterval | Compute BCF Posterior Credible Intervals
computeContrastBARTModel | Compute Contrast for BART Model
computeContrastBCFModel | Compute Contrast for BCF Model
computeForestLeafIndices | Forest Kernel Computation Routines
computeForestLeafVariances | Forest Kernel Computation Routines
computeForestMaxLeafIndex | Forest Kernel Computation Routines
CppJson | JSON C++ Object Wrapper
CppRNG | Random Number Generator C++ Wrapper
createBARTModelFromCombinedJson | BART Serialization Routines
createBARTModelFromCombinedJsonString | BART Serialization Routines
createBARTModelFromJson | BART Serialization Routines
createBARTModelFromJsonFile | BART Serialization Routines
createBARTModelFromJsonString | BART Serialization Routines
createBCFModelFromCombinedJson | BCF Serialization Routines
createBCFModelFromCombinedJsonString | BCF Serialization Routines
createBCFModelFromJson | BCF Serialization Routines
createBCFModelFromJsonFile | BCF Serialization Routines
createBCFModelFromJsonString | BCF Serialization Routines
createCppJson | JSON Creation Routines
createCppJsonFile | JSON Creation Routines
createCppJsonString | JSON Creation Routines
createCppRNG | Create CppRNG Object
createForest | Create Forest Object
createForestDataset | Create ForestDataset Object
createForestModel | Create ForestModel Object
createForestModelConfig | Create ForestModelConfig Object
createForestSamples | Create ForestSamples Object
createGlobalModelConfig | Create GlobalModelConfig Object
createOutcome | Create Outcome Object
createPreprocessorFromJson | Data Preprocessing Routines
createPreprocessorFromJsonString | Data Preprocessing Routines
createRandomEffectSamples | Create RandomEffectSamples Object
createRandomEffectsDataset | Create RandomEffectsDataset Object
createRandomEffectsModel | Create RandomEffectsModel Object
createRandomEffectsTracker | Create RandomEffectsTracker Object

## -- D --

DataPreprocessing | Data Preprocessing Routines

## -- E --

extractParameter | Extract Parameter Samples Generic Function
extractParameter.bartmodel | Extract BART Parameter Samples
extractParameter.bcfmodel | Extract BCF Parameter Samples

## -- F --

Forest | Forest C++ Wrapper
ForestDataset | Forest Dataset C++ Wrapper
ForestKernelComputation | Forest Kernel Computation Routines
ForestModel | Forest Model C++ Wrapper
ForestModelConfig | Forest Model Configuration Object
ForestSamples | Forest Container C++ Wrapper
ForestSamplesSerialization | Forest Container Serialization Routines
ForestStateManagement | Forest State Management Routines

## -- G --

getRandomEffectSamples | Extract Random Effect Samples Generic Function
getRandomEffectSamples.bartmodel | Extract Random Effects Samples from BART Model
getRandomEffectSamples.bcfmodel | Extract Random Effect Samples from BCF Model
GlobalModelConfig | Global Model Configuration Object

## -- J --

JSONCreation | JSON Creation Routines

## -- L --

loadForestContainerCombinedJson | Forest Container Serialization Routines
loadForestContainerCombinedJsonString | Forest Container Serialization Routines
loadForestContainerJson | Forest Container Serialization Routines
loadRandomEffectSamplesCombinedJson | Random Effects Container Serialization Routines
loadRandomEffectSamplesCombinedJsonString | Random Effects Container Serialization Routines
loadRandomEffectSamplesJson | Random Effects Container Serialization Routines
loadScalarJson | Load Scalar from JSON
loadVectorJson | Load Vector from JSON

## -- O --

Outcome | Outcome Data C++ Wrapper
OutcomeModel | Create a New Outcome Model Object

## -- P --

plot.bartmodel | Plot BART Model Fit
plot.bcfmodel | Plot BCF Model
predict.bartmodel | Predict from a BART Model
predict.bcfmodel | Predict from BCF Model
preprocessPredictionData | Data Preprocessing Routines
preprocessTrainData | Data Preprocessing Routines
print.bartmodel | Print Summary of BART Model
print.bcfmodel | Print Summary of BCF Model
print.ForestSamples | Summarize a ForestSamples Object
print.RandomEffectSamples | Summarize a RandomEffectSamples Object

## -- R --

RandomEffectSamples | Random Effect Container C++ Wrapper
RandomEffectSamplesSerialization | Random Effects Container Serialization Routines
RandomEffectsDataset | Random Effects Dataset C++ Wrapper
RandomEffectsModel | Random Effects Model C++ Wrapper
RandomEffectStateManagement | Random Effects State Management Routines
RandomEffectsTracker | Random Effects Tracker C++ Wrapper
resetActiveForest | Forest State Management Routines
resetForestModel | Forest State Management Routines
resetRandomEffectsModel | Random Effects State Management Routines
resetRandomEffectsTracker | Random Effects State Management Routines
rootResetRandomEffectsModel | Random Effects State Management Routines
rootResetRandomEffectsTracker | Random Effects State Management Routines

## -- S --

sampleBARTPosteriorPredictive | Sample BART Posterior Predictive
sampleBCFPosteriorPredictive | Sample BCF Posterior Predictive
sampleGlobalErrorVarianceOneIteration | Sample Global Error Variance
sampleLeafVarianceOneIteration | Sample Leaf Scale
sample_without_replacement | Sample Without Replacement
saveBARTModelToJson | BART Serialization Routines
saveBARTModelToJsonFile | BART Serialization Routines
saveBARTModelToJsonString | BART Serialization Routines
saveBCFModelToJson | BCF Serialization Routines
saveBCFModelToJsonFile | BCF Serialization Routines
saveBCFModelToJsonString | BCF Serialization Routines
savePreprocessorToJson | Data Preprocessing Routines
savePreprocessorToJsonString | Data Preprocessing Routines
stochtree | stochtree: Stochastic Tree Ensembles (XBART and BART) for Supervised Learning and Causal Inference
summary.bartmodel | Summarize BART Model Fit and Parameters
summary.bcfmodel | Summarize BCF Model