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

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) ; Simoneau et al. (2020) .


Reference manual

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install.packages("DTRreg")

2.4 by Shannon T. Holloway, 5 months ago


Browse source code at https://github.com/cran/DTRreg


Authors: Michael Wallace [aut] , Erica E M Moodie [aut] , David A Stephens [aut] , Gabrielle Simoneau [aut] , Shannon T. Holloway [aut, cre] , Juliana Schulz [aut]


Documentation:   PDF Manual  


GPL-2 license


Imports ggplot2, ggplotify, graphics, nnet, R6, stats, utils


See at CRAN