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DTRreg (version 1.3)

DTR Estimation and Inference via G-Estimation, Dynamic WOLS, and Q-Learning

Description

Dynamic treatment regime estimation and inference via G-estimation, dynamic weighted ordinary least squares (dWOLS) and Q-learning. Inference via bootstrap and (for G-estimation) recursive sandwich estimation.

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Version

Install

install.packages('DTRreg')

Monthly Downloads

352

Version

1.3

License

GPL-2

Maintainer

Michael Wallace

Last Published

August 30th, 2017

Functions in DTRreg (1.3)

plot

Diagnostic Plots for DTR Estimation
predict

Optimal Outcome Prediction for DTRs
DTRreg

DTR Estimation and Inference via G-estimation, Dynamic WOLS, and Q-Learning
chooseM

Adaptive Choice of the Bootstrap Resample Size M for the m-out-of-n Bootstrap with for DTR Estimation