Methods for Estimating Optimal Dynamic Treatment Regimes

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Documentation for package ‘DynTxRegime’ version 4.15

• DESCRIPTION file.
• Package NEWS.

Help Pages

bmiData	Adolescent BMI dataset (generated toy example)
bowl	Backwards Outcome Weighted Learning.
buildModelObjSubset	Create Model Objects for Subsets of Data
Call	Retrieve Unevaluated Original Call
classif	Retrieve Classification Regression Analysis
classif-method	Retrieve Classification Regression Analysis
coef	Extract Model Coefficients From Objects Returned by Modeling Functions
cvInfo	Extract Cross-Validation Results
DTRstep	Identify Statistical Method Used to Obtain Result
earl	Efficient Augmentation and Relaxation Learning
EARL-class	Class 'EARL'
estimator	Retrieve the Estimated Value
estimator-method	Retrieve the Estimated Value
fitObject	Objects Returned by Modeling Functions
fittedCont	Retrieve the Fitted Contrast Component from Second Stage IQ-Learning
fittedCont-method	Retrieve the Fitted Contrast Component from Second Stage IQ-Learning
fittedMain	Retrieve the Fitted Main Effects Component from Second Stage IQ-Learning
fittedMain-method	Retrieve the Fitted Main Effects Component from Second Stage IQ-Learning
fSet	Defining the fSet Input Variable
genetic	Retrieve the Genetic Algorithm Results
genetic-method	Retrieve the Genetic Algorithm Results
iqLearn	Interactive Q-Learning
iqLearnFSC	Interactive Q-Learning
iqLearnFSM	Interactive Q-Learning
iqLearnFSV	Interactive Q-Learning
IQLearnFS_C-class	Class 'IQLearnFS_C'
IQLearnFS_ME-class	Class 'IQLearnFS_ME'
IQLearnFS_VHet-class	Class 'IQLearnFS_VHet'
iqLearnSS	Interactive Q-Learning
IQLearnSS-class	Class 'IQLearnSS'
iter	Defining the iter Input Variable
moPropen	Defining the moPropen Input Variable
optimalClass	Classification Perspective
OptimalClass-class	Class 'OptimalClass'
OptimalClassObj-class	Class 'OptimalClassObj'
OptimalInfo-class	Class 'OptimalInfo'
optimalSeq	Missing or Coarsened Data Perspective - Genetic Algorithm
OptimalSeq-class	Class 'OptimalSeq'
OptimalSeqCoarsened-class	Class Contains Results for the Coarsened Data IPW/AIPW Method
OptimalSeqMissing-class	Class Contains Results for the Missing Data IPW/AIPW Method
optimObj	Extract Optimization Results
optTx	Extract or Estimate the Optimal Tx and Decision Functions
optTx-method	Extract or Estimate the Optimal Tx and Decision Functions
outcome	Retrieve Outcome Regression Analysis
owl	Outcome Weighted Learning
OWL-class	Class 'OWL'
plot	Generates Plots as Defined by Modeling Functions
propen	Retrieve Propensity Regression Analysis
qLearn	A Step of the Q-Learning Algorithm
QLearn-class	Class 'QLearn'
QLearnObj-class	Class 'QLearnObj'
regimeCoef	Extract Regime Parameters
residuals	Extract Model Residuals
residuals-method	Extract Model Residuals
rwl	Residual Weighted Learning
RWL-class	Class 'RWL'
sd	Standard Deviation
sd-method	Standard Deviation
summary	Result Summaries