Man pages for DynTxRegime
Methods for Estimating Optimal Dynamic Treatment Regimes
| bmiData | Adolescent BMI dataset (generated toy example) |
| bowl | Backwards Outcome Weighted Learning. |
| BOWLBasic-class | Class 'BOWLBasic' |
| BOWLBasic-methods | Methods Available for Objects of Class 'BOWLBasic' |
| BOWL-class | Class 'BOWL' |
| BOWL-methods | Methods Available for Objects of Class 'BOWL' |
| BOWLObj-class | Class 'BOWLObj' |
| buildModelObjSubset | Create Model Objects for Subsets of Data |
| Call | Retrieve Unevaluated Original Call |
| classif | Retrieve Classification Regression Analysis |
| ClassificationFit-class | Class 'ClassificationFit' |
| ClassificationFit_fSet-class | Class 'ClassificationFit_fSet' |
| ClassificationFit_fSet-methods | Methods Available for Objects of Class... |
| ClassificationFit-methods | Methods Available for Objects of Class 'ClassificationFit' |
| ClassificationFit_SubsetList-class | Class 'ClassificationFit_SubsetList' |
| ClassificationFit_SubsetList-methods | Methods Available for Objects of Class... |
| ClassificationObj-class | Class 'ClassificationObj' |
| ClassificationObj-methods | Methods Available for Objects of Class 'ClassificationObj' |
| coef | Extract Model Coefficients From Objects Returned by Modeling... |
| createearl | Create method object for EARL |
| createowl | Create method object for Outcome Weighted Learning |
| createrwl | Create method object for Residual Weighted Learning |
| CVBasic-class | Class 'CVBasic' |
| cvInfo | Extract Cross-Validation Results |
| CVInfo2Par-class | Class 'CVInfo2Par' |
| CVInfo2Par-methods | Methods Available for Objects of Class 'CVInfo2Par' |
| CVInfo-class | Class 'CVInfo' |
| CVInfokParam-class | Class 'CVInfokParam' |
| CVInfokParam-methods | Methods Available for Objects of Class 'CVInfokParam' |
| CVInfoLambda-class | Class 'CVInfoLambda' |
| CVInfoLambda-methods | Methods Available for Objects of Class 'CVInfoLambda' |
| CVInfo-methods | Methods Available for Objects of Class 'CVInfo' |
| CVInfoObj-class | Class 'CVInfoObj' |
| CVInfoObj-methods | Methods Available for Objects of Class 'CVInfoObj' |
| cycleList | apply() for 'List' objects |
| DecisionPointList-class | Class 'DecisionPointList' |
| DecisionPointList-methods | Methods Available for Objects of Class 'DecisionPointList' |
| dot-optimalClass | Perform Classification Step |
| DTRstep | Identify Statistical Method Used to Obtain Result |
| DynTxRegime-class | Class 'DynTxRegime' |
| DynTxRegime-internal-api | Hidden methods |
| DynTxRegime-methods | Methods Available for Objects of Class 'DynTxRegime' |
| earl | Efficient Augmentation and Relaxation Learning |
| EARL-class | Class 'EARL' |
| EARL-methods | Methods Available for Objects of Class 'EARL' |
| estimator | Retrieve the Estimated Value |
| ExpSurrogate-class | Class 'ExpSurrogate' |
| ExpSurrogate-methods | Methods Available for Objects of Class 'ExpSurrogate' |
| fitObject | Objects Returned by Modeling Functions |
| fittedCont | Retrieve the Fitted Contrast Component from Second Stage... |
| fittedMain | Retrieve the Fitted Main Effects Component from Second Stage... |
| fSet | Defining the fSet Input Variable |
| genetic | Retrieve the Genetic Algorithm Results |
| getOutcome | Retrieve Outcome for Both Tx Options When Tx is Binary |
| getPrWgt | Retrieve Propensity for Tx Received |
| HingeSurrogate-class | Class 'HingeSurrogate' |
| HingeSurrogate-methods | Methods Available for Objects of Class 'HingeSurrogate' |
| HuberHingeSurrogate-class | Class 'HuberHingeSurrogate' |
| HuberHingeSurrogate-methods | Methods Available for Objects of Class 'HuberHingeSurrogate' |
| internal-earl-class | Class '.earl' |
| internal-earl-methods | Methods Available for Objects of Class '.earl' |
| internal-owl-class | Class '.owl' |
| internal-owl-methods | Methods Available for Objects of Class '.owl' |
| internal-rwl-class | Class '.rwl' |
| internal-rwl-methods | Methods Available for Objects of Class '.rwl' |
| iqLearn | Interactive Q-Learning |
| IQLearnFS_C-class | Class 'IQLearnFS_C' |
| IQLearnFS-class | Class 'IQLearnFS' |
| IQLearnFS_C-methods | Methods Available for Objects of Class 'IQLearnFS_C' |
| IQLearnFS_ME-class | Class 'IQLearnFS_ME' |
| IQLearnFS_ME-methods | Methods Available for Objects of Class 'IQLearnFS_ME' |
| IQLearnFS-methods | Methods Available for Objects of Class 'IQLearnFS' |
| IQLearnFS_VHet-class | Class 'IQLearnFS_VHet' |
| IQLearnFS_VHet-methods | Methods Available for Objects of Class 'IQLearnFS_VHet' |
| IQLearnSS-class | Class 'IQLearnSS' |
| IQLearnSS-methods | Methods Available for Objects of Class 'IQLearnSS' |
| iter | Defining the iter Input Variable |
| Kernel-class | Class 'Kernel' |
| Kernel-methods | Methods Available for Objects of Class 'Kernel' |
| KernelObj-class | Class 'KernelObj' |
| KernelObj-methods | Methods Available for Objects of Class 'KernelObj' |
| Learning-class | Class 'Learning' |
| Learning-methods | Methods Available for Objects of Class 'Learning' |
| LearningMulti-class | Class 'LearningMulti' |
| LearningMulti-methods | Methods Available for Objects of Class 'LearningMulti' |
| LearningObject-class | Class 'LearningObject' |
| LearningObject-methods | Methods Available for Objects of Class 'LearningObject' |
| LinearKernel-class | Class 'LinearKernel' |
| LinearKernel-methods | Methods Available for Objects of Class 'LinearKernel' |
| List-class | Class 'List' |
| LogitSurrogate-class | Class 'LogitSurrogate' |
| LogitSurrogate-methods | Methods Available for Objects of Class 'LogitSurrogate' |
| MethodObject-class | Class 'MethodObject' |
| MethodObject-methods | Methods Available for Objects of Class 'MethodObject' |
| ModelObj_DecisionPointList-class | Class ModelObj_DecisionPointList |
| ModelObjSubset-class | Class 'ModelObjSubset' |
| ModelObj_SubsetList-class | Class ModelObj_SubsetList |
| ModelObjSubset-methods | Methods Available for Objects of Class 'ModelObjSubset' |
| moPropen | Defining the moPropen Input Variable |
| MultiRadialKernel-class | Class 'MultiRadialKernel' |
| MultiRadialKernel-methods | Methods Available for Objects of Class 'MultiRadialKernel' |
| newBOWL | Create a BOWL Object for First Step of BOWL Algorithm |
| newBOWLStep | Create a BOWL Object |
| newClassificationFit | Complete a Classification Regression Step |
| newClassificationObj | Create an Object of Class 'ClassificationFitObj' |
| newCVInfo | Create a CVInfo Object |
| newCVInfoObj | Create a New CVInfoObj Object |
| newCVStep | An n-Fold Cross Validation Step |
| newEARL | Complete an EARL Analysis |
| newIQLearnFS_C | Complete First Stage Analysis of Contrasts for Interactive... |
| newIQLearnFS_ME | Complete First Stage Analysis of Main Effects for Interactive... |
| newIQLearnFS_VHet | Complete First Stage Analysis of Residuals for Interactive... |
| newIQLearnSS | Complete Second Stage Analysis of Interactive Q-Learning... |
| newKernelObj | Create a KernelObj |
| newLearning | Complete a Learning Analysis |
| newModel | Combine model object models |
| newModelObjSubset | Create Internal Model Objects for Subsets of Data |
| newOptim | Complete an Optimization Step |
| newOptimalClass | Estimate the Optimal Treatment and Value Using Classification |
| newOptimalSeq | Complete a the Coarsened/Missing Data Analysis |
| newOptimObj | Create an OptimObj Object |
| newOutcomeFit | Perform an Outcome Regression Step |
| newOutcomeObj | Create a new 'OutcomeObj' object |
| newOWL | Complete an OWL Analysis |
| newPropensityFit | Complete a Propensity Regression Step |
| newPropensityObj | Create a new 'PropensityObj' object |
| newQLearn | Perform a Step of the Q-Learning Algorithm |
| newRegime | Create a new 'Regime' object |
| newRegimeObj | Create a New 'RegimeObj' Object |
| newRWL | Complete a Residual Weighted Learning Analysis |
| newRWL-methods | Complete a Residual Weighted Learning Analysis |
| newTxObj | Create 'TxObj' Object |
| newTxSubset | Create 'TxSubset' Object |
| newTypedFit | Complete a Regression Step |
| newTypedFitObj | Create a new 'TypedFitObj' object |
| optimalClass | Classification Perspective |
| OptimalClass-class | Class 'OptimalClass' |
| OptimalClass-methods | Methods Available for Objects of Class 'OptimalClass' |
| OptimalClassObj-class | Class 'OptimalClassObj' |
| OptimalInfo-class | Class 'OptimalInfo' |
| OptimalInfo-methods | Methods Available for Objects of Class 'OptimalInfo' |
| OptimalObj-class | Class 'OptimalObj' |
| OptimalObj-methods | Methods Available for Objects of Class 'OptimalObj' |
| optimalSeq | Missing or Coarsened Data Perspective - Genetic Algorithm |
| OptimalSeq-class | Class 'OptimalSeq' |
| OptimalSeqCoarsened-class | Class Contains Results for the Coarsened Data IPW/AIPW Method |
| OptimalSeqCoarsened-methods | Methods Available for Objects of Class 'OptimalSeqCoarsened' |
| OptimalSeq-methods | Methods Available for Objects of Class 'OptimalSeq' |
| OptimalSeqMissing-class | Class Contains Results for the Missing Data IPW/AIPW Method |
| OptimalSeqMissing-methods | Methods Available for Objects of Class 'OptimalSeqMissing' |
| OptimBasic-class | Class 'OptimBasic' |
| OptimBasic-methods | Methods Available for Objects of Class 'OptimBasic' |
| OptimKernel-class | Class 'OptimKernel' |
| OptimKernel-methods | Methods Available for Objects of Class 'OptimKernel' |
| optimObj | Extract Optimization Results |
| OptimObj-class | Class 'OptimObj' |
| OptimObj-methods | Methods Available for Objects of Class 'OptimObj' |
| OptimStep | Complete Cross-Validation Step and Final Optimization |
| OptimStep-class | Class 'OptimStep' Class 'OptimStep' holds results of a... |
| OptimStep-methods | Methods Available for Objects of Class 'OptimStep' |
| optTx | Extract or Estimate the Optimal Tx and Decision Functions |
| outcome | Retrieve Outcome Regression Analysis |
| OutcomeIterateFit-class | Class 'OutcomeIterateFit' |
| OutcomeIterateFit-methods | Methods Available for Objects of Class 'OutcomeIterateFit' |
| OutcomeNoFit-class | Class 'OutcomeNoFit' |
| OutcomeNoFit-methods | Methods Available for Objects of Class 'OutcomeNoFit' |
| OutcomeObj-class | Class 'OutcomeObj' |
| OutcomeObj-methods | Methods Available for Objects of Class 'OutcomeObj' |
| OutcomeSimpleFit-class | Class 'OutcomeSimpleFit' |
| OutcomeSimpleFit_fSet-class | Class 'OutcomeSimpleFit_fSet' |
| OutcomeSimpleFit_fSet-methods | Methods Available for Objects of Class... |
| OutcomeSimpleFit-methods | Methods Available for Objects of Class 'OutcomeSimpleFit' |
| OutcomeSimpleFit_SubsetList-class | Class 'OutcomeSimpleFit_SubsetList' |
| OutcomeSimpleFit_SubsetList-methods | Methods Available for Objects of Class... |
| owl | Outcome Weighted Learning |
| OWL-class | Class 'OWL' |
| OWL-methods | Methods Available for Objects of Class 'OWL' |
| plot | Generates Plots as Defined by Modeling Functions |
| PolyKernel-class | Class 'PolyKernel' |
| PolyKernel-methods | Methods Available for Objects of Class 'PolyKernel' |
| propen | Retrieve Propensity Regression Analysis |
| PropensityFit-class | Class 'PropensityFit' |
| PropensityFit_fSet-class | Class 'PropensityFit_fSet' |
| PropensityFit_fSet-methods | Methods Available for Objects of Class 'PropensityFit_fSet' |
| PropensityFit-methods | Methods Available for Objects of Class 'PropensityFit' |
| PropensityFit_SubsetList-class | Class 'PropensityFit_SubsetList' |
| PropensityFit_SubsetList-methods | Methods Available for Objects of Class... |
| PropensityObj-class | Class 'PropensityObj' |
| PropensityObj-methods | Methods Available for Objects of Class 'PropensityObj' |
| qLearn | A Step of the Q-Learning Algorithm |
| QLearn-class | Class 'QLearn' |
| QLearnObj-class | Class 'QLearnObj' |
| RadialKernel-class | Class 'RadialKernel' |
| RadialKernel-methods | Methods Available for Objects of Class 'RadialKernel' |
| Regime-class | Class 'Regime' |
| regimeCoef | Extract Regime Parameters |
| Regime-methods | Methods Available for Objects of Class 'Regime' |
| RegimeObj-class | Class 'RegimeObj' |
| RegimeObj-methods | Methods Available for Objects of Class 'RegimeObj' |
| residuals | Extract Model Residuals |
| rwl | Residual Weighted Learning |
| RWL-class | Class 'RWL' |
| RWL-methods | Methods Available for Objects of Class 'RWL' |
| sd | Standard Deviation |
| seqFunc | Define the Objective Function |
| SmoothRampSurrogate-class | Class 'SmoothRampSurrogate' |
| SmoothRampSurrogate-methods | Methods Available for Objects of Class 'SmoothRampSurrogate' |
| SqHingeSurrogate-class | Class 'SqHingeSurrogate' |
| SqHingeSurrogate-methods | Methods Available for Objects of Class 'SqHingeSurrogate' |
| SubsetList-class | Class 'SubsetList' |
| SubsetList-methods | Methods Available for Objects of Class 'SubsetList' |
| summary | Result Summaries |
| Surrogate-class | Class 'Surrogate' |
| Surrogate-methods | Methods Available for Objects of Class 'Surrogate' |
| TxInfoBasic-class | Class 'TxInfoBasic' |
| TxInfoBasic-methods | Methods Available for Objects of Class 'TxInfoBasic' |
| TxInfoFactor-class | Class TxInfoFactor |
| TxInfoFactor-methods | Methods Available for Objects of Class 'TxInfoFactor' |
| TxInfoInteger-class | Class TxInfoInteger |
| TxInfoInteger-methods | Methods Available for Objects of Class 'TxInfoInteger' |
| TxInfoList | Class 'TxInfoList' |
| TxInfoList-methods | Methods Available for Objects of Class 'TxInfoList' |
| TxInfoNoSubsets-class | Class 'TxInfoNoSubsets' |
| TxInfoNoSubsets-methods | Methods Available for Objects of Class 'TxInfoNoSubsets' |
| TxInfoWithSubsets-class | Class 'TxInfoWithSubsets' |
| TxInfoWithSubsets-methods | Methods Available for Objects of Class 'TxInfoWithSubsets' |
| TxObj-class | Class 'TxObj' |
| TxObj-methods | Methods Available for Objects of Class 'TxObj' |
| TxSubset-class | Class 'TxSubset' |
| TxSubsetFactor-class | Class 'TxSubsetFactor' |
| TxSubsetFactor-methods | Methods Available for Objects of Class 'TxSubsetFactor' |
| TxSubsetInteger-class | Class TxSubsetInteger |
| TxSubsetInteger-methods | Methods Available for Objects of Class 'TxSubsetInteger' |
| TxSubset-methods | Methods Available for Objects of Class 'TxSubset' |
| TypedFit-class | Class 'TypedFit' |
| TypedFit_fSet-class | Class 'TypedFit_fSet' |
| TypedFit_fSet-methods | Methods Available for Objects of Class 'TypedFit_fSet' |
| TypedFit-methods | Methods Available for Objects of Class 'TypedFit' |
| TypedFitObj-class | Class 'TypedFitObj' |
| TypedFitObj-methods | Methods Available for Objects of Class 'TypedFitObj' |
| TypedFit_SubsetList-class | Class 'TypedFit_SubsetList' |
| TypedFit_SubsetList-methods | Methods Available for Objects of Class 'TypedFit_SubsetList' |
