DynTxRegime: Methods for Estimating Dynamic Treatment Regimes

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A comprehensive toolkit for estimating Dynamic Treatment Regimes. Available methods include Interactive Q-Learning, Q-Learning, and value-search methods based on Augmented Inverse Probability Weighted estimators and Inverse Probability Weighted estimators.

Author
S. T. Holloway, E. B. Laber, K. A. Linn, B. Zhang, M. Davidian, and A. A. Tsiatis
Date of publication
2015-06-16 17:23:22
Maintainer
Shannon T. Holloway <sthollow@ncsu.edu>
License
GPL-2
Version
2.1

View on R-Forge

Man pages

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

Files in this package

DynTxRegime/DESCRIPTION
DynTxRegime/NAMESPACE
DynTxRegime/R
DynTxRegime/R/1Generics.R
DynTxRegime/R/A01Classes.R
DynTxRegime/R/A02Classes_TxInfo.R
DynTxRegime/R/A03Classes_ModelObjSubset.R
DynTxRegime/R/A04Classes_SimpleFit.R
DynTxRegime/R/A05Classes_IterateFit.R
DynTxRegime/R/A06Classes_IQLearn.R
DynTxRegime/R/A07Classes_SubsetFit.R
DynTxRegime/R/A08Classes_QLearn.R
DynTxRegime/R/A09Classes_OtherFits.R
DynTxRegime/R/A10Classes_OptimalSeq.R
DynTxRegime/R/A11Classes_OptimalClass.R
DynTxRegime/R/eliminateSingleTx.R
DynTxRegime/R/errors.R
DynTxRegime/R/fitCombined.R
DynTxRegime/R/fitIterate.R
DynTxRegime/R/fitPropen.R
DynTxRegime/R/fitUtilities.R
DynTxRegime/R/iqEst.R
DynTxRegime/R/iqLearnFSC.R
DynTxRegime/R/iqLearnFSM.R
DynTxRegime/R/iqLearnSS.R
DynTxRegime/R/iqLearnVar.R
DynTxRegime/R/iqLearn_optTx1.R
DynTxRegime/R/iqLearn_pm.R
DynTxRegime/R/methods-DynTxRegime.R
DynTxRegime/R/methods-qFuncs.R
DynTxRegime/R/modelObjSubset.R
DynTxRegime/R/optimalClass.R
DynTxRegime/R/optimalClass_AIPWE.R
DynTxRegime/R/optimalClass_IPWE.R
DynTxRegime/R/optimalClass_classification.R
DynTxRegime/R/optimalCore.R
DynTxRegime/R/optimalSeq.R
DynTxRegime/R/optimalSeq_AIPWE.R
DynTxRegime/R/optimalSeq_IPWE.R
DynTxRegime/R/plugInValue.R
DynTxRegime/R/qLearn.R
DynTxRegime/R/qLearnEst.R
DynTxRegime/R/qLearn_optTx_testSet.R
DynTxRegime/R/txUtilities.R
DynTxRegime/data
DynTxRegime/data/bmiData.RData
DynTxRegime/man
DynTxRegime/man/DynTxRegime-internal-api.Rd
DynTxRegime/man/DynTxRegime-package.Rd
DynTxRegime/man/bmiData.Rd
DynTxRegime/man/buildModelObjSubset.Rd
DynTxRegime/man/class-DynTxRegime.Rd
DynTxRegime/man/iqLearnFS.Rd
DynTxRegime/man/iqLearnFSC.Rd
DynTxRegime/man/iqLearnSS.Rd
DynTxRegime/man/iqLearnVar.Rd
DynTxRegime/man/methods-Qstep.Rd
DynTxRegime/man/methods-ValueFuncs.Rd
DynTxRegime/man/methods-classif.Rd
DynTxRegime/man/methods-coef.Rd
DynTxRegime/man/methods-estimator.Rd
DynTxRegime/man/methods-fitObject.Rd
DynTxRegime/man/methods-fittedCont.Rd
DynTxRegime/man/methods-fittedMain.Rd
DynTxRegime/man/methods-genetic.Rd
DynTxRegime/man/methods-optTx.Rd
DynTxRegime/man/methods-outcome.Rd
DynTxRegime/man/methods-plot.Rd
DynTxRegime/man/methods-propen.Rd
DynTxRegime/man/methods-qqPlot.Rd
DynTxRegime/man/methods-regimeCoef.Rd
DynTxRegime/man/methods-residuals.Rd
DynTxRegime/man/methods-show.Rd
DynTxRegime/man/methods-stdDev.Rd
DynTxRegime/man/methods-summary.Rd
DynTxRegime/man/optimalClass.Rd
DynTxRegime/man/optimalSeq.Rd
DynTxRegime/man/plugInValue.Rd
DynTxRegime/man/qLearn.Rd