Statistical Learning Methods for Optimizing Dynamic Treatment Regimes in Subgroup Identification

2020 ◽  
pp. 271-297
Author(s):  
Yuan Chen ◽  
Ying Liu ◽  
Donglin Zeng ◽  
Yuanjia Wang
Keyword(s):  
Statistical Learning ◽  
Learning Methods ◽  
Treatment Regimes ◽  
Subgroup Identification ◽  
Dynamic Treatment Regimes ◽  
Dynamic Treatment

scholarly journals New Statistical Learning Methods for Estimating Optimal Dynamic Treatment Regimes

2015 ◽  
Vol 110 (510) ◽  
pp. 583-598 ◽  
Author(s):  
Ying-Qi Zhao ◽  
Donglin Zeng ◽  
Eric B. Laber ◽  
Michael R. Kosorok
Keyword(s):  
Statistical Learning ◽  
Learning Methods ◽  
Treatment Regimes ◽  
Dynamic Treatment Regimes ◽  
Dynamic Treatment ◽  
Optimal Dynamic

scholarly journals $\mathbf{Q}$- and $\mathbf{A}$-Learning Methods for Estimating Optimal Dynamic Treatment Regimes

2014 ◽  
Vol 29 (4) ◽  
pp. 640-661 ◽  
Author(s):  
Phillip J. Schulte ◽  
Anastasios A. Tsiatis ◽  
Eric B. Laber ◽  
Marie Davidian
Keyword(s):  
Learning Methods ◽  
Treatment Regimes ◽  
Dynamic Treatment Regimes ◽  
Dynamic Treatment ◽  
Optimal Dynamic

scholarly journals A smoothed Q ‐learning algorithm for estimating optimal dynamic treatment regimes

2018 ◽  
Vol 46 (2) ◽  
pp. 446-469
Author(s):  
Yanqin Fan ◽  
Ming He ◽  
Liangjun Su ◽  
Xiao‐Hua Zhou
Keyword(s):  
Learning Algorithm ◽  
Q Learning ◽  
Treatment Regimes ◽  
Dynamic Treatment Regimes ◽  
Dynamic Treatment ◽  
Optimal Dynamic

Constructing dynamic treatment regimes over indefinite time horizons

Biometrika ◽  
2018 ◽  
Vol 105 (4) ◽  
pp. 963-977 ◽  
Author(s):  
Ashkan Ertefaie ◽  
Robert L Strawderman
Keyword(s):  
Treatment Regimes ◽  
Dynamic Treatment Regimes ◽  
Time Horizons ◽  
Dynamic Treatment

Chapter 16: Practical reinforcement learning in dynamic treatment regimes

2015 ◽  
pp. 263-296 ◽  
Author(s):  
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Joelle Pineau ◽  
Norma Ybarra ◽  
Issam El Naqa
Keyword(s):  
Reinforcement Learning ◽  
Treatment Regimes ◽  
Dynamic Treatment Regimes ◽  
Dynamic Treatment

Optimal dynamic treatment regimes with survival endpoints: introducing DWSurv in the R package DTRreg

2020 ◽  
Vol 90 (16) ◽  
pp. 2991-3008
Author(s):  
Gabrielle Simoneau ◽  
Erica E. M. Moodie ◽  
Michael P. Wallace ◽  
Robert W. Platt
Keyword(s):  
R Package ◽  
Treatment Regimes ◽  
Dynamic Treatment Regimes ◽  
Survival Endpoints ◽  
Dynamic Treatment ◽  
Optimal Dynamic

scholarly journals Inference for non-regular parameters in optimal dynamic treatment regimes

2009 ◽  
Vol 19 (3) ◽  
pp. 317-343 ◽  
Author(s):  
Bibhas Chakraborty ◽  
Susan Murphy ◽  
Victor Strecher
Keyword(s):  
Treatment Regimes ◽  
Dynamic Treatment Regimes ◽  
Dynamic Treatment ◽  
Optimal Dynamic
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