DynTxRegime: Methods for Estimating Dynamic Treatment Regimes

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.

AuthorS. T. Holloway, E. B. Laber, K. A. Linn, B. Zhang, M. Davidian, and A. A. Tsiatis
Date of publication2015-06-11 07:27:32
MaintainerShannon T. Holloway <sthollow@ncsu.edu>
LicenseGPL-2
Version2.1

View on CRAN

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
DynTxRegime/NAMESPACE
DynTxRegime/data
DynTxRegime/data/bmiData.RData
DynTxRegime/R
DynTxRegime/R/optimalClass_AIPWE.R DynTxRegime/R/A11Classes_OptimalClass.R DynTxRegime/R/iqLearn_pm.R DynTxRegime/R/A02Classes_TxInfo.R DynTxRegime/R/iqEst.R DynTxRegime/R/txUtilities.R DynTxRegime/R/optimalSeq_IPWE.R DynTxRegime/R/eliminateSingleTx.R DynTxRegime/R/fitUtilities.R DynTxRegime/R/iqLearn_optTx1.R DynTxRegime/R/methods-DynTxRegime.R DynTxRegime/R/A10Classes_OptimalSeq.R DynTxRegime/R/A04Classes_SimpleFit.R DynTxRegime/R/iqLearnFSC.R DynTxRegime/R/fitPropen.R DynTxRegime/R/modelObjSubset.R DynTxRegime/R/qLearn_optTx_testSet.R DynTxRegime/R/iqLearnFSM.R DynTxRegime/R/A03Classes_ModelObjSubset.R DynTxRegime/R/optimalSeq_AIPWE.R DynTxRegime/R/optimalClass_classification.R DynTxRegime/R/errors.R DynTxRegime/R/A09Classes_OtherFits.R DynTxRegime/R/iqLearnSS.R DynTxRegime/R/1Generics.R DynTxRegime/R/optimalClass_IPWE.R DynTxRegime/R/A05Classes_IterateFit.R DynTxRegime/R/optimalSeq.R DynTxRegime/R/A06Classes_IQLearn.R DynTxRegime/R/A01Classes.R DynTxRegime/R/A08Classes_QLearn.R DynTxRegime/R/A07Classes_SubsetFit.R DynTxRegime/R/qLearn.R DynTxRegime/R/plugInValue.R DynTxRegime/R/qLearnEst.R DynTxRegime/R/fitCombined.R DynTxRegime/R/optimalClass.R DynTxRegime/R/fitIterate.R DynTxRegime/R/iqLearnVar.R DynTxRegime/R/methods-qFuncs.R DynTxRegime/R/optimalCore.R
DynTxRegime/MD5
DynTxRegime/DESCRIPTION
DynTxRegime/man
DynTxRegime/man/iqLearnVar.Rd DynTxRegime/man/class-DynTxRegime.Rd DynTxRegime/man/methods-regimeCoef.Rd DynTxRegime/man/methods-show.Rd DynTxRegime/man/methods-fitObject.Rd DynTxRegime/man/methods-outcome.Rd DynTxRegime/man/DynTxRegime-package.Rd DynTxRegime/man/methods-summary.Rd DynTxRegime/man/iqLearnFS.Rd DynTxRegime/man/methods-coef.Rd DynTxRegime/man/methods-estimator.Rd DynTxRegime/man/methods-plot.Rd DynTxRegime/man/optimalSeq.Rd DynTxRegime/man/qLearn.Rd DynTxRegime/man/methods-classif.Rd DynTxRegime/man/optimalClass.Rd DynTxRegime/man/methods-Qstep.Rd DynTxRegime/man/DynTxRegime-internal-api.Rd DynTxRegime/man/plugInValue.Rd DynTxRegime/man/buildModelObjSubset.Rd DynTxRegime/man/iqLearnFSC.Rd DynTxRegime/man/methods-qqPlot.Rd DynTxRegime/man/methods-optTx.Rd DynTxRegime/man/methods-fittedMain.Rd DynTxRegime/man/methods-fittedCont.Rd DynTxRegime/man/methods-residuals.Rd DynTxRegime/man/bmiData.Rd DynTxRegime/man/methods-genetic.Rd DynTxRegime/man/methods-ValueFuncs.Rd DynTxRegime/man/iqLearnSS.Rd DynTxRegime/man/methods-propen.Rd DynTxRegime/man/methods-stdDev.Rd

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