Causal Inference with Tree-Based Machine Learning Algorithms


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Documentation for package ‘htetree’ version 0.1.18

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bundScript Include the Javascript Used in Shiny
causalForest Causal Effect Regression and Estimation Forests (Tree Ensembles)
causalTree Causal Effect Regression and Estimation Trees
causalTree.branch Compute the "branches" to be drawn for an 'causalTree' object
causalTree.control Intermediate function for 'causalTree'
causalTree.matrix Intermediate function for 'causalTree'
causalTreecallback Intermediate function for 'causalTree'
causalTreeco Intermediate function for 'causalTree'
clearTemp Clear Temporary Files
est.causalTree Intermediate function for 'causalTree'
estimate.causalTree estimate causal Tree
formatg Intermediate function for 'causalTree'
getDefaultPath Get the Current Working Directory
getDensities Getting Distribution in Treatment and Control Groups
honest.causalTree Causal Effect Regression and Estimation Trees: One-step honest estimation
honest.est.causalTree honest re-estimation and change the frame of object using estimation sample
honest.est.rparttree honest re-estimation and change the frame of object using estimation sample
honest.rparttree Honest recursive partitioning Tree
htetree.anova Intermediate function for 'causalTree'
hte_causalTree Estimate Heterogeneous Treatment Effect via Causal Tree
hte_forest Estimate Heterogeneous Treatment Effect via Random Forest
hte_ipw Estimate Heterogeneous Treatment Effect via Adjusted Causal Tree
hte_match Estimate Heterogeneous Treatment Effect via Adjusted Causal Tree
hte_plot Visualize the Estimated Results
hte_plot_line Visualize the Estimated Results
importance Caclulate variable importance
init.causalForest Causal Effect Regression and Estimation Forests (Tree Ensembles)
makeplots Visualize Causal Tree and the Estimated Results
matchinleaves NN Matching in Leaves
model.frame.causalTree Intermediate function for 'causalTree'
na.causalTree Intermediate function for 'causalTree'
plotOutcomes Intermediate function for 'hte_plot_line'
predict.causalForest Causal Effect Regression and Estimation Forests (Tree Ensembles)
runDynamic Visualize Causal Tree and Treatment Effects via Shiny
saveBCSS Save Javascript Embedded in Shiny App
saveFiles Save Necessary Files to Run Shiny App
saveGCSS Save CSS File Embedded in Shiny App
saveInd Save HTML Index Embedded in Shiny App
saveServ Save Shiny Server Temporarily
saveUI Save Shiny UI Temporarily
simulation.1 A Simulated Dataset