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 publication2015-06-16 17:23:22
MaintainerShannon T. Holloway <sthollow@ncsu.edu>
LicenseGPL-2
Version2.1

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

Functions

bmiData Man page
buildModelObjSubset Man page
classif Man page
classif,DynTxRegime-method Man page
coef Man page
coef,DynTxRegime-method Man page
DTRstep Man page
DTRstep,DynTxRegime-method Man page
DynTxRegime Man page
DynTxRegime-class Man page
DynTxRegime-package Man page
estimator Man page
estimator,DynTxRegime-method Man page
fitObject Man page
fitObject,DynTxRegime-method Man page
fittedCont Man page
fittedCont,DynTxRegime-method Man page
fittedMain Man page
fittedMain,DynTxRegime-method Man page
genetic Man page
genetic,DynTxRegime-method Man page
iqLearnFSC Man page
iqLearnFSM Man page
iqLearnFSV Man page
iqLearnSS Man page
length,List-method Man page
[[<-,List-method Man page
[[,List-method Man page
optimalClass Man page
optimalSeq Man page
optTx Man page
optTx,DynTxRegime,data.frame-method Man page
optTx,DynTxRegime,missing-method Man page
outcome Man page
outcome,DynTxRegime-method Man page
plot Man page
plot,DynTxRegime-method Man page
plugInValue Man page
propen Man page
propen,DynTxRegime-method Man page
qFuncs Man page
qFuncs,DynTxRegime-method Man page
qFuncs,IQEst-method Man page
qFuncs,IQLearnFS_VHom-method Man page
qFuncs,OptimalClass-method Man page
qFuncs,OptimalSeq-method Man page
qFuncs,QLearnEst-method Man page
qLearn Man page
[[<-,QLearnEstList-method Man page
qqPlot Man page
qqPlot,DynTxRegime-method Man page
qqPlot,IQLearnFS_VHet-method Man page
regimeCoef Man page
regimeCoef,DynTxRegime-method Man page
residuals Man page
residuals,DynTxRegime-method Man page
show Man page
show,DynTxRegime-method Man page
show-methods Man page
stdDev Man page
stdDev,DynTxRegime-method Man page
summary Man page
summary,DynTxRegime-method Man page
summary-methods Man page

Files

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

Questions? Problems? Suggestions? or email at ian@mutexlabs.com.

Please suggest features or report bugs with the GitHub issue tracker.

All documentation is copyright its authors; we didn't write any of that.