Man pages for SDModels
Spectrally Deconfounded Models

copy.SDForestCopy a forest
copy.SDTreeCopy a tree
cvSDTreeCross-validation for the SDTree
f_fourFunction of x on a fourier basis
fromList.SDForestSDForest fromList method
fromList.SDTreeSDTree fromList method
get_cp_seq.SDForestGet the sequence of complexity parameters of an SDForest
get_cp_seq.SDTreeGet the sequence of complexity parameters of an SDTree
get_QEstimation of spectral transformation
get_WEstimation of anchor transformation
mergeForestMerge two forests
partDependencePartial dependence
plotOOBVisualize the out-of-bag performance of an SDForest
plot.partDependencePlot partial dependence
plot.pathsVisualize the paths of an SDTree or SDForest
plot.SDTreePlot SDTree
predict_individual_fjPredictions of individual component functions for SDAM
predictOOBOut-of-bag predictions for the SDForest
predict.SDAMPredictions for SDAM
predict.SDForestPredictions for the SDForest
predict.SDTreePredictions for the SDTree
print.partDependencePrint partDependence
print.SDAMPrint SDAM
print.SDForestPrint SDForest
print.SDTreePrint a SDTree
prune.SDForestPrune an SDForest
prune.SDTreePrune an SDTree
regPath.SDForestCalculate the regularization path of an SDForest
regPath.SDTreeCalculate the regularization path of an SDTree
SDAMSpectrally Deconfounded Additive Models
SDForestSpectrally Deconfounded Random Forests
SDTreeSpectrally Deconfounded Tree
simulate_data_nonlinearSimulate data with linear confounding and non-linear causal...
simulate_data_stepSimulate data with linear confounding and causal effect...
stabilitySelection.SDForestCalculate the stability selection of an SDForest
toList.SDForestSDForest toList method
toList.SDTreeSDTree toList method
varImp.SDAMExtract Variable importance for SDAM
varImp.SDForestExtract variable importance of an SDForest
varImp.SDTreeExtract variable importance of an SDTree
SDModels documentation built on April 11, 2025, 5:50 p.m.