Targeted Minimum Loss Estimation (TMLE) of a NP variable importance of a continuous exposure.


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Documentation for package ‘tmle.npvi’ version 0.8.1

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as.character Returns a Description
as.character.NPVI Returns a Description
extractW Extracts W Columns from Matrix of Observations
extractXW Removes the Y Column from Matrix of Observations
getHistory Returns History of TMLE Procedure
getHistory.NPVI Returns History of TMLE Procedure
getLightFit Makes Lighter Fitted Object
getObs Retrieves the Observations
getObs.NPVI Retrieves the Observations
getPsi Returns Current Estimator
getPsi.NPVI Returns Current Estimator
getPsiSd Returns Current Estimated Standard Deviation of the Estimator
getPsiSd.NPVI Returns Current Estimated Standard Deviation of the Estimator
getSample Generates Simulated Data
learnCondExpX2givenW Estimation of Cond. Expect. of X^2 Given W
learnCondExpXYgivenW Estimation of Cond. Expect. of XY Given W
learnDevG Estimation of Cond. Expect. of ((X==0)-gW)*effIC1 Given W
learnDevMu Estimation of Cond. Expect. of (X-muW)*effIC1 Given W
learnDevTheta Estimation of Cond. Expect. of (Y-thetaXW)^2 Given (X,W)
learnG Estimation of Cond. Prob. of X=x_0 Given W
learningLib learningLib
learnMuAux Estimation of Cond. Expect. of X Given (X!=x_0, W)
learnTheta Estimation of Cond. Expect. of Y given (X,W)
predict.SL.DSA SL Prediction Algorithm Wrapper
predict.SL.glm.condExpX2givenW SL Wrapper for Estimation of Cond. Expect. of X^2 Given W
predict.SL.glm.condExpXYgivenW SL Wrapper for Estimation of Cond. Expect. of XY Given W
predict.SL.glm.g SL Wrapper for Estimation of Cond. Prob. of X=0 Given W
predict.SL.glm.theta SL Wrapper for Estimation of Cond. Expect. of Y Given (X,W)
setConfLevel Sets Confidence Level
setConfLevel.NPVI Sets Confidence Level
SL.DSA SL Prediction Algorithm Wrapper
SL.DSA.2 SL Prediction Algorithm Wrapper
SL.glm.condExpX2givenW SL Wrapper for Estimation of Cond. Expect. of X^2 Given W
SL.glm.condExpXYgivenW SL Wrapper for Estimation of Cond. Expect. of XY Given W
SL.glm.g SL Wrapper for Estimation of Cond. Prob. of X=0 Given W
SL.glm.theta SL Wrapper for Estimation of Cond. Prob. of X=0 Given W
superLearningLib superLearningLib
tmle.npvi Targeted Minimum Loss Estimation of NPVI