CRAN/E | DTRreg

DTRreg

DTR Estimation and Inference via G-Estimation, Dynamic WOLS, Q-Learning, and Dynamic Weighted Survival Modeling (DWSurv)

Installation

About

Dynamic treatment regime estimation and inference via G-estimation, dynamic weighted ordinary least squares (dWOLS) and Q-learning. Inference via bootstrap and recursive sandwich estimation. Estimation and inference for survival outcomes via Dynamic Weighted Survival Modeling (DWSurv). Extension to continuous treatment variables. Wallace et al. (2017) doi:10.18637/jss.v080.i02; Simoneau et al. (2020) doi:10.1080/00949655.2020.1793341.

Key Metrics

Version 2.2
R ≥ 3.5.0
Published 2024-03-23 28 days ago
Needs compilation? no
License GPL-2
CRAN checks DTRreg results

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Maintainer

Maintainer

Shannon T. Holloway

shannon.t.holloway@gmail.com

Authors

Michael Wallace
Erica E M Moodie
David A Stephens
Gabrielle Simoneau
Shannon T. Holloway
Juliana Schulz

Material

NEWS
Reference manual
Package source

In Views

CausalInference

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

DTRreg archive

Depends

R ≥ 3.5.0

Imports

graphics
nnet
R6
stats
utils