Man pages for DynTxRegime
Methods for Estimating Optimal Dynamic Treatment Regimes

bmiDataAdolescent BMI dataset (generated toy example)
bowlBackwards Outcome Weighted Learning.
BOWLBasic-classClass 'BOWLBasic'
BOWLBasic-methodsMethods Available for Objects of Class 'BOWLBasic'
BOWL-classClass 'BOWL'
BOWL-methodsMethods Available for Objects of Class 'BOWL'
BOWLObj-classClass 'BOWLObj'
buildModelObjSubsetCreate Model Objects for Subsets of Data
CallRetrieve Unevaluated Original Call
classifRetrieve Classification Regression Analysis
ClassificationFit-classClass 'ClassificationFit'
ClassificationFit_fSet-classClass 'ClassificationFit_fSet'
ClassificationFit_fSet-methodsMethods Available for Objects of Class...
ClassificationFit-methodsMethods Available for Objects of Class 'ClassificationFit'
ClassificationFit_SubsetList-classClass 'ClassificationFit_SubsetList'
ClassificationFit_SubsetList-methodsMethods Available for Objects of Class...
ClassificationObj-classClass 'ClassificationObj'
ClassificationObj-methodsMethods Available for Objects of Class 'ClassificationObj'
coefExtract Model Coefficients From Objects Returned by Modeling...
createearlCreate method object for EARL
createowlCreate method object for Outcome Weighted Learning
createrwlCreate method object for Residual Weighted Learning
CVBasic-classClass 'CVBasic'
cvInfoExtract Cross-Validation Results
CVInfo2Par-classClass 'CVInfo2Par'
CVInfo2Par-methodsMethods Available for Objects of Class 'CVInfo2Par'
CVInfo-classClass 'CVInfo'
CVInfokParam-classClass 'CVInfokParam'
CVInfokParam-methodsMethods Available for Objects of Class 'CVInfokParam'
CVInfoLambda-classClass 'CVInfoLambda'
CVInfoLambda-methodsMethods Available for Objects of Class 'CVInfoLambda'
CVInfo-methodsMethods Available for Objects of Class 'CVInfo'
CVInfoObj-classClass 'CVInfoObj'
CVInfoObj-methodsMethods Available for Objects of Class 'CVInfoObj'
cycleListapply() for 'List' objects
DecisionPointList-classClass 'DecisionPointList'
DecisionPointList-methodsMethods Available for Objects of Class 'DecisionPointList'
dot-optimalClassPerform Classification Step
DTRstepIdentify Statistical Method Used to Obtain Result
DynTxRegime-classClass 'DynTxRegime'
DynTxRegime-internal-apiHidden methods
DynTxRegime-methodsMethods Available for Objects of Class 'DynTxRegime'
earlEfficient Augmentation and Relaxation Learning
EARL-classClass 'EARL'
EARL-methodsMethods Available for Objects of Class 'EARL'
estimatorRetrieve the Estimated Value
ExpSurrogate-classClass 'ExpSurrogate'
ExpSurrogate-methodsMethods Available for Objects of Class 'ExpSurrogate'
fitObjectObjects Returned by Modeling Functions
fittedContRetrieve the Fitted Contrast Component from Second Stage...
fittedMainRetrieve the Fitted Main Effects Component from Second Stage...
fSetDefining the fSet Input Variable
geneticRetrieve the Genetic Algorithm Results
getOutcomeRetrieve Outcome for Both Tx Options When Tx is Binary
getPrWgtRetrieve Propensity for Tx Received
HingeSurrogate-classClass 'HingeSurrogate'
HingeSurrogate-methodsMethods Available for Objects of Class 'HingeSurrogate'
HuberHingeSurrogate-classClass 'HuberHingeSurrogate'
HuberHingeSurrogate-methodsMethods Available for Objects of Class 'HuberHingeSurrogate'
internal-earl-classClass '.earl'
internal-earl-methodsMethods Available for Objects of Class '.earl'
internal-owl-classClass '.owl'
internal-owl-methodsMethods Available for Objects of Class '.owl'
internal-rwl-classClass '.rwl'
internal-rwl-methodsMethods Available for Objects of Class '.rwl'
iqLearnInteractive Q-Learning
IQLearnFS_C-classClass 'IQLearnFS_C'
IQLearnFS-classClass 'IQLearnFS'
IQLearnFS_C-methodsMethods Available for Objects of Class 'IQLearnFS_C'
IQLearnFS_ME-classClass 'IQLearnFS_ME'
IQLearnFS_ME-methodsMethods Available for Objects of Class 'IQLearnFS_ME'
IQLearnFS-methodsMethods Available for Objects of Class 'IQLearnFS'
IQLearnFS_VHet-classClass 'IQLearnFS_VHet'
IQLearnFS_VHet-methodsMethods Available for Objects of Class 'IQLearnFS_VHet'
IQLearnSS-classClass 'IQLearnSS'
IQLearnSS-methodsMethods Available for Objects of Class 'IQLearnSS'
iterDefining the iter Input Variable
Kernel-classClass 'Kernel'
Kernel-methodsMethods Available for Objects of Class 'Kernel'
KernelObj-classClass 'KernelObj'
KernelObj-methodsMethods Available for Objects of Class 'KernelObj'
Learning-classClass 'Learning'
Learning-methodsMethods Available for Objects of Class 'Learning'
LearningMulti-classClass 'LearningMulti'
LearningMulti-methodsMethods Available for Objects of Class 'LearningMulti'
LearningObject-classClass 'LearningObject'
LearningObject-methodsMethods Available for Objects of Class 'LearningObject'
LinearKernel-classClass 'LinearKernel'
LinearKernel-methodsMethods Available for Objects of Class 'LinearKernel'
List-classClass 'List'
LogitSurrogate-classClass 'LogitSurrogate'
LogitSurrogate-methodsMethods Available for Objects of Class 'LogitSurrogate'
MethodObject-classClass 'MethodObject'
MethodObject-methodsMethods Available for Objects of Class 'MethodObject'
ModelObj_DecisionPointList-classClass ModelObj_DecisionPointList
ModelObjSubset-classClass 'ModelObjSubset'
ModelObj_SubsetList-classClass ModelObj_SubsetList
ModelObjSubset-methodsMethods Available for Objects of Class 'ModelObjSubset'
moPropenDefining the moPropen Input Variable
MultiRadialKernel-classClass 'MultiRadialKernel'
MultiRadialKernel-methodsMethods Available for Objects of Class 'MultiRadialKernel'
newBOWLCreate a BOWL Object for First Step of BOWL Algorithm
newBOWLStepCreate a BOWL Object
newClassificationFitComplete a Classification Regression Step
newClassificationObjCreate an Object of Class 'ClassificationFitObj'
newCVInfoCreate a CVInfo Object
newCVInfoObjCreate a New CVInfoObj Object
newCVStepAn n-Fold Cross Validation Step
newEARLComplete an EARL Analysis
newIQLearnFS_CComplete First Stage Analysis of Contrasts for Interactive...
newIQLearnFS_MEComplete First Stage Analysis of Main Effects for Interactive...
newIQLearnFS_VHetComplete First Stage Analysis of Residuals for Interactive...
newIQLearnSSComplete Second Stage Analysis of Interactive Q-Learning...
newKernelObjCreate a KernelObj
newLearningComplete a Learning Analysis
newModelCombine model object models
newModelObjSubsetCreate Internal Model Objects for Subsets of Data
newOptimComplete an Optimization Step
newOptimalClassEstimate the Optimal Treatment and Value Using Classification
newOptimalSeqComplete a the Coarsened/Missing Data Analysis
newOptimObjCreate an OptimObj Object
newOutcomeFitPerform an Outcome Regression Step
newOutcomeObjCreate a new 'OutcomeObj' object
newOWLComplete an OWL Analysis
newPropensityFitComplete a Propensity Regression Step
newPropensityObjCreate a new 'PropensityObj' object
newQLearnPerform a Step of the Q-Learning Algorithm
newRegimeCreate a new 'Regime' object
newRegimeObjCreate a New 'RegimeObj' Object
newRWLComplete a Residual Weighted Learning Analysis
newRWL-methodsComplete a Residual Weighted Learning Analysis
newTxObjCreate 'TxObj' Object
newTxSubsetCreate 'TxSubset' Object
newTypedFitComplete a Regression Step
newTypedFitObjCreate a new 'TypedFitObj' object
optimalClassClassification Perspective
OptimalClass-classClass 'OptimalClass'
OptimalClass-methodsMethods Available for Objects of Class 'OptimalClass'
OptimalClassObj-classClass 'OptimalClassObj'
OptimalInfo-classClass 'OptimalInfo'
OptimalInfo-methodsMethods Available for Objects of Class 'OptimalInfo'
OptimalObj-classClass 'OptimalObj'
OptimalObj-methodsMethods Available for Objects of Class 'OptimalObj'
optimalSeqMissing or Coarsened Data Perspective - Genetic Algorithm
OptimalSeq-classClass 'OptimalSeq'
OptimalSeqCoarsened-classClass Contains Results for the Coarsened Data IPW/AIPW Method
OptimalSeqCoarsened-methodsMethods Available for Objects of Class 'OptimalSeqCoarsened'
OptimalSeq-methodsMethods Available for Objects of Class 'OptimalSeq'
OptimalSeqMissing-classClass Contains Results for the Missing Data IPW/AIPW Method
OptimalSeqMissing-methodsMethods Available for Objects of Class 'OptimalSeqMissing'
OptimBasic-classClass 'OptimBasic'
OptimBasic-methodsMethods Available for Objects of Class 'OptimBasic'
OptimKernel-classClass 'OptimKernel'
OptimKernel-methodsMethods Available for Objects of Class 'OptimKernel'
optimObjExtract Optimization Results
OptimObj-classClass 'OptimObj'
OptimObj-methodsMethods Available for Objects of Class 'OptimObj'
OptimStepComplete Cross-Validation Step and Final Optimization
OptimStep-classClass 'OptimStep' Class 'OptimStep' holds results of a...
OptimStep-methodsMethods Available for Objects of Class 'OptimStep'
optTxExtract or Estimate the Optimal Tx and Decision Functions
outcomeRetrieve Outcome Regression Analysis
OutcomeIterateFit-classClass 'OutcomeIterateFit'
OutcomeIterateFit-methodsMethods Available for Objects of Class 'OutcomeIterateFit'
OutcomeNoFit-classClass 'OutcomeNoFit'
OutcomeNoFit-methodsMethods Available for Objects of Class 'OutcomeNoFit'
OutcomeObj-classClass 'OutcomeObj'
OutcomeObj-methodsMethods Available for Objects of Class 'OutcomeObj'
OutcomeSimpleFit-classClass 'OutcomeSimpleFit'
OutcomeSimpleFit_fSet-classClass 'OutcomeSimpleFit_fSet'
OutcomeSimpleFit_fSet-methodsMethods Available for Objects of Class...
OutcomeSimpleFit-methodsMethods Available for Objects of Class 'OutcomeSimpleFit'
OutcomeSimpleFit_SubsetList-classClass 'OutcomeSimpleFit_SubsetList'
OutcomeSimpleFit_SubsetList-methodsMethods Available for Objects of Class...
owlOutcome Weighted Learning
OWL-classClass 'OWL'
OWL-methodsMethods Available for Objects of Class 'OWL'
plotGenerates Plots as Defined by Modeling Functions
PolyKernel-classClass 'PolyKernel'
PolyKernel-methodsMethods Available for Objects of Class 'PolyKernel'
propenRetrieve Propensity Regression Analysis
PropensityFit-classClass 'PropensityFit'
PropensityFit_fSet-classClass 'PropensityFit_fSet'
PropensityFit_fSet-methodsMethods Available for Objects of Class 'PropensityFit_fSet'
PropensityFit-methodsMethods Available for Objects of Class 'PropensityFit'
PropensityFit_SubsetList-classClass 'PropensityFit_SubsetList'
PropensityFit_SubsetList-methodsMethods Available for Objects of Class...
PropensityObj-classClass 'PropensityObj'
PropensityObj-methodsMethods Available for Objects of Class 'PropensityObj'
qLearnA Step of the Q-Learning Algorithm
QLearn-classClass 'QLearn'
QLearnObj-classClass 'QLearnObj'
qqplotQuantile-Quantile Plots
RadialKernel-classClass 'RadialKernel'
RadialKernel-methodsMethods Available for Objects of Class 'RadialKernel'
Regime-classClass 'Regime'
regimeCoefExtract Regime Parameters
Regime-methodsMethods Available for Objects of Class 'Regime'
RegimeObj-classClass 'RegimeObj'
RegimeObj-methodsMethods Available for Objects of Class 'RegimeObj'
residualsExtract Model Residuals
rwlResidual Weighted Learning
RWL-classClass 'RWL'
RWL-methodsMethods Available for Objects of Class 'RWL'
sdStandard Deviation
seqFuncDefine the Objective Function
SmoothRampSurrogate-classClass 'SmoothRampSurrogate'
SmoothRampSurrogate-methodsMethods Available for Objects of Class 'SmoothRampSurrogate'
SqHingeSurrogate-classClass 'SqHingeSurrogate'
SqHingeSurrogate-methodsMethods Available for Objects of Class 'SqHingeSurrogate'
SubsetList-classClass 'SubsetList'
SubsetList-methodsMethods Available for Objects of Class 'SubsetList'
summaryResult Summaries
Surrogate-classClass 'Surrogate'
Surrogate-methodsMethods Available for Objects of Class 'Surrogate'
TxInfoBasic-classClass 'TxInfoBasic'
TxInfoBasic-methodsMethods Available for Objects of Class 'TxInfoBasic'
TxInfoFactor-classClass TxInfoFactor
TxInfoFactor-methodsMethods Available for Objects of Class 'TxInfoFactor'
TxInfoInteger-classClass TxInfoInteger
TxInfoInteger-methodsMethods Available for Objects of Class 'TxInfoInteger'
TxInfoListClass 'TxInfoList'
TxInfoList-methodsMethods Available for Objects of Class 'TxInfoList'
TxInfoNoSubsets-classClass 'TxInfoNoSubsets'
TxInfoNoSubsets-methodsMethods Available for Objects of Class 'TxInfoNoSubsets'
TxInfoWithSubsets-classClass 'TxInfoWithSubsets'
TxInfoWithSubsets-methodsMethods Available for Objects of Class 'TxInfoWithSubsets'
TxObj-classClass 'TxObj'
TxObj-methodsMethods Available for Objects of Class 'TxObj'
TxSubset-classClass 'TxSubset'
TxSubsetFactor-classClass 'TxSubsetFactor'
TxSubsetFactor-methodsMethods Available for Objects of Class 'TxSubsetFactor'
TxSubsetInteger-classClass TxSubsetInteger
TxSubsetInteger-methodsMethods Available for Objects of Class 'TxSubsetInteger'
TxSubset-methodsMethods Available for Objects of Class 'TxSubset'
TypedFit-classClass 'TypedFit'
TypedFit_fSet-classClass 'TypedFit_fSet'
TypedFit_fSet-methodsMethods Available for Objects of Class 'TypedFit_fSet'
TypedFit-methodsMethods Available for Objects of Class 'TypedFit'
TypedFitObj-classClass 'TypedFitObj'
TypedFitObj-methodsMethods Available for Objects of Class 'TypedFitObj'
TypedFit_SubsetList-classClass 'TypedFit_SubsetList'
TypedFit_SubsetList-methodsMethods Available for Objects of Class 'TypedFit_SubsetList'
DynTxRegime documentation built on Nov. 10, 2020, 1:08 a.m.