Man pages for DynTxRegime
Methods for Estimating Optimal Dynamic Treatment Regimes

bmiDataAdolescent BMI dataset (generated toy example)
BOWLBackward Outcome Weighted Learning
BOWLBasic_fSet-classClass '"BOWLBasic_fSet"'
BOWLBinary-classClass '"BOWLBasic"'
BOWL-classClass '"BOWL"'
BOWLObj-classClass '"BOWLObj"'
BOWLWithOneRegime-classClass '"BOWLWithOneRegime"'
BOWLWithSubsetRegimes-classClass '"BOWLWithSubsetRegimes"'
buildModelObjSubsetCreate Model Objects for Subsets of Data.
CVInfo1Par-classClass '"CVInfo1Par"'
CVInfo2Par-classClass '"CVInfo2Par"'
CVInfo-classClass '"CVInfo"'
DecisionPointList-classClass '"DecisionPointList"'
DynTxRegime-classClass '"DynTxRegime"'
DynTxRegime-internal-api~~
DynTxRegime-packageMethods for Estimating Optimal Dynamic Treatment Regimes
EARLEfficient Augmentation and Relaxation Learning
EARLAIPWE-classClass '"EARLAIPWE"'
EARL-classClass '"EARL"'
EARLIPWE-classClass '"EARLIPWE"'
EARLOptim-classClass '"EARLOptim"'
input_fSetDefining the fSet input variable
input_iterDefining the iter input variable
input_moPropenDefining the moPropen input variable
internal_newBOWLBackward Outcome Weighted Learning.
internal_newBOWLBasicBackward Outcome Weighted Learning With Binary Treatment.
internal_newBOWLOptimizationBackward Outcome Weighted Learning With and Without...
internal_newCVInfoCreate Cross-Validation Objects
internal_newEARLEfficient Augmentation and Relaxation Learning.
internal_newIQLearnFS_CSecond Step of IQ-Learning Algorithm
internal_newIQLearnFS_METhird Step of IQ-Learning Algorithm
internal_newIQLearnFS_VHetFourth Step of IQ-Learning Algorithm
internal_newIQLearnSSFirst Step of IQ-Learning Algorithm
internal_newIterateFitComplete Outcome Regression Step When Two Component Model.
internal_newModelObjSubsetCreate an object of class '"ModelObj_SubsetList"' or...
internal_newOptimalClassOptimal Treatment Regime from Classification Perspective.
internal_newOptimalSeqValue Search Method for Optimal Treatment Regime.
internal_newOutcomeRegressionComplete Outcome Regression Step When Subset Modeling Not...
internal_newOWLOutcome Weighted Learning.
internal_newOWLOptimOptimization Routine - Outcome Weighted Learning.
internal_newPropensityFitComplete Propensity Score Regression Step.
internal_newQLearnA Step of the Q-Learning Algorithm
internal_newRegimeProcess and Store Decision Rule Information.
internal_newRWLResidual Weighted Learning.
internal_newTxInfoCreate Treatment Information Objects
internal_newTxInfoNoSubsetsCreate Treatment Information Object When Subsets are not...
internal_newTxInfoWithSubsetsCreate Treatment Information Object When Subsets are...
internal_newTypedSimpleFitComplete Outcome Regression Step When Single Model.
IQLearnBase-classClass '"IQLearnBase"'
iqLearnFSIQ-Learning: Regression of Estimated Second-Stage Main...
iqLearnFSCIQ-Learning: Regression of Estimated Second-Stage Contrasts
IQLearnFS_C-classClass '"IQLearnFS_C"'
IQLearnFS-classClass '"IQLearnFS"'
IQLearnFS_ME-classClass '"IQLearnFS_ME"'
IQLearnFS_VHet-classClass '"IQLearnFS_VHet"'
iqLearnSSIQ-Learning: Second-Stage Regression
IQLearnSS-classClass '"IQLearnSS"'
iqLearnVarIQ-Learning: Variance of the Regression of the Estimated...
IterateFit-classClass '"IterateFit"'
IterateFitNoSubsets-classClass '"IterateFitNoSubsets"'
IterateFitWithSubsets-classClass '"IterateFitWithSubsets"'
List-classClass '"List"'
methods-classifRetrieve Classification Value Object
methods-coefRetrieve Model Coefficients
methods-cvInfoRetrieve Cross-Validation Results
methods-estimatorEstimated Value of Estimated Optimal Regime
methods-fitObjectModeling Function Value Objects
methods-fittedContExtract Fitted Contrast Component of Outcome
methods-fittedMainExtract Fitted Main Effects of Outcome
methods-geneticRetrieve the Result of the Genetic Algorithm Optimization
methods-optimObjRetrieve Optimization Value Object
methods-optTxMethods to Retrieve Estimated Optimal Treatment or to Predict...
methods-outcomeRetrieve Regression Objects for the Outcome Regression Models
methods-plotGenerate Standard Plots
methods-propenRetrieve Regression Objects for Propensity Score
methods-qqPlotIQ-Learning: Generate QQ-Plots for Variance Modeling .
methods-QstepIdentify Statistical Method of DynTxRegime Object
methods-regimeCoefRetrieve Regime Parameter Estimates
methods-residualsExtract Model Residuals
methods-showShow an Object
methods-stdDevStandard Deviation of IQ-Learning Variance Step
methods-summarySummary Results
ModelObj_DecisionPointList-classClass '"ModelObj_DecisionPointList"'
ModelObjSubset-classClass '"ModelObjSubset"'
ModelObj_SubsetList-classClass '"ModelObj_SubsetList"'
ModelObj_SubsetList_DecisionPointList-classClass '"ModelObj_SubsetList_DecisionPointList"'
MultipleDecisionPoint-classClass '"MultipleDecisionPoint"'
optimalClassClassification Based Estimation of Optimal Dynamic Treatment...
OptimalClassAIPWE-classClass '"OptimalClassAIPWE"'
OptimalClass-classClass '"OptimalClass"'
OptimalClassIPWE-classClass '"OptimalClassIPWE"'
optimalSeqRegression Based Value-Search Estimation of Optimal Dynamic...
OptimalSeqAIPWE_MDP-classClass '"OptimalSeqAIPWE_MDP"'
OptimalSeqAIPWE_SDP-classClass '"OptimalSeqAIPWE_SDP"'
OptimalSeq-classClass '"OptimalSeq"'
OptimalSeqIPWE_MDPClass '"OptimalSeqIPWE_MDP"'
OptimalSeqIPWE_SDPClass '"OptimalSeqIPWE_SDP"'
OptimBasic-classClass '"OptimBasic"'
OptimKernel-classClass '"OptimKernel"'
OutcomeOnly-classClass '"OutcomeOnly"'
OutcomeRegression-classClass '"OutcomeRegression"'
OutcomeRegression_DecisionPointList-classClass '"OutcomeRegression_DecisionPointList"'
OWLOutcome Weighted Learning
OWL-classClass '"OWL"'
OWLOptim-classClass '"OWLOptim"'
plugInValueEstimate Plug-in Value
PropensityAndOutcome-classClass '"PropensityAndOutcome"'
PropensityFit-classClass '"PropensityFit"'
PropensityFit_DecisionPointList-classClass '"PropensityFit_DecisionPointList"'
PropensityFit_fSet-classClass '"PropensityFit_fSet"'
PropensityFit_SubsetList-classClass '"PropensityFit_SubsetList"'
PropensityFit_SubsetList_DecisionPointList-classClass '"PropensityFit_SubsetList_DecisionPointList"'
PropensityOnly-classClass '"PropensityOnly"'
PropensityRegression-classClass '"PropensityRegression"'
qLearnQ-learning
QLearn-classClass '"QLearn"'
Regime-classClass '"Regime"'
Regime_DecisionPointList-classClass '"Regime_DecisionPointList"'
RegimeObject-classClass '"RegimeObject"'
RWLResidual Weighted Learning to Estimate Optimal Treatment...
RWL-classClass '"RWL"'
RWLOptim-classClass '"RWLOptim"'
SingleDecisionPoint-classClass '"SingleDecisionPoint"'
SubsetList-classClass '"SubsetList"'
SubsetListFit-classClass '"SubsetListFit"'
SubsetListFit_DecisionPointList-classClass '"SubsetListFit_DecisionPointList"'
SubsetsModeled-classClass '"SubsetsModeled"'
SubsetsNotModeled-classClass '"SubsetsNotModeled"'
TxInfoBasic-classClass '"TxInfoBasic"'
TxInfoFactor-classClass '"TxInfoFactor"'
TxInfoFactorWithSubsets-classClass '"TxInfoFactorWithSubsets"'
TxInfoInteger-classClass '"TxInfoInteger"'
TxInfoIntegerWithSubsets-classClass '"TxInfoIntegerWithSubsets"'
TxInfoList-classClass '"TxInfoList"'
TxInfoNoSubsets-classClass '"TxInfoNoSubsets"'
TxInfoWithSubsets-classClass '"TxInfoWithSubsets"'
TxSubset-classClass '"TxSubset"'
TypedSimpleFit-classClass '"TypedSimpleFit"'
TypedSimpleFitNoSubsets-classClass '"TypedSimpleFitNoSubsets"'
TypedSimpleFitWithSubsets-classClass '"TypedSimpleFitWithSubsets"'
DynTxRegime documentation built on Feb. 13, 2018, 1:02 a.m.