Methods for Estimating Dynamic Treatment Regimes

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Documentation for package ‘DynTxRegime’ version 2.1

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DynTxRegime-package Methods for Estimating Dynamic Treatment Regimes
bmiData Adolescent BMI dataset (generated toy example)
buildModelObjSubset Create Model Objects for Subsets of Data.
classif Retrieve Classification Value Object
classif-method Retrieve Classification Value Object
coef Extract Model Coefficients
coef-method Extract Model Coefficients
DTRstep Step of an DynTxRegime method
DTRstep-method Step of an DynTxRegime method
DynTxRegime Methods for Estimating Dynamic Treatment Regimes
DynTxRegime-class Class '"DynTxRegime"'
estimator Mean Predicted Outcome
estimator-method Mean Predicted Outcome
fitObject Modeling Function Value Objects
fitObject-method Modeling Function Value Objects
fittedCont Extract Fitted Contrast Functions
fittedCont-method Extract Fitted Contrast Functions
fittedMain Extract Fitted Main Effects
fittedMain-method Extract Fitted Main Effects
genetic Retrieve the Result of the Genetic Algorithm Optimization
genetic-method Retrieve the Result of the Genetic Algorithm Optimization
iqLearnFSC IQ-Learning: First-Stage Regression of Second-Stage Estimated Contrasts
iqLearnFSM IQ-Learning: First-Stage Regression of Estimated Second-Stage Main Effects
iqLearnFSV IQ-Learning: Variance of First-Stage Regression of Second-Stage Contrast (IQ3)
iqLearnSS IQ-Learning: Second-Stage Regression
optimalClass Classification Based Robust Estimation of Optimal Dynamic Treatment Regimes
optimalSeq Regression Based Value-Search Estimation of Optimal Dynamic Treatment Regimes
optTx Methods to Retrieve Estimated or to Predict Optimal Treatment
optTx-method Methods to Retrieve Estimated or to Predict Optimal Treatment
outcome Retrieve Regression Objects for the Outcome Regression Models
outcome-method Retrieve Regression Objects for the Outcome Regression Models
plot Generate Standard Plots
plot-method Generate Standard Plots
plugInValue Estimate Plug-in Value
propen Retrieve Regression Objects for Propensity for Treatment
propen-method Retrieve Regression Objects for Propensity for Treatment
qFuncs Q-functions for All Treatment Options
qFuncs-method Q-functions for All Treatment Options
qLearn Q-learning
qqPlot IQ-Learning: Generate QQ-Plots for Variance Modeling .
qqPlot-method IQ-Learning: Generate QQ-Plots for Variance Modeling .
regimeCoef Retrieve Regime Parameter Estimates
regimeCoef-method Retrieve Regime Parameter Estimates
residuals Extract Model Residuals
residuals-method Extract Model Residuals
show Show an Object
show-method Show an Object
show-methods Show an Object
stdDev Standard Deviation of IQ-Learning Variance Step
stdDev-method Standard Deviation of IQ-Learning Variance Step
summary Summary Results
summary-method Summary Results
summary-methods Summary Results