scholarly journals Q-learning for estimating optimal dynamic treatment rules from observational data

2012 ◽  
Vol 40 (4) ◽  
pp. 629-645 ◽  
Author(s):  
Erica E. M. Moodie ◽  
Bibhas Chakraborty ◽  
Michael S. Kramer
Keyword(s):  
Observational Data ◽  
Q Learning ◽  
Dynamic Treatment ◽  
Optimal Dynamic ◽  
Treatment Rules

scholarly journals Machine learning methods for developing precision treatment rules with observational data

2019 ◽  
Vol 120 ◽  
pp. 103412 ◽  
Author(s):  
Ronald C. Kessler ◽  
Robert M. Bossarte ◽  
Alex Luedtke ◽  
Alan M. Zaslavsky ◽  
Jose R. Zubizarreta
Keyword(s):  
Machine Learning ◽  
Observational Data ◽  
Learning Methods ◽  
Machine Learning Methods ◽  
Treatment Rules

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

scholarly journals High-dimensional $A$-learning for optimal dynamic treatment regimes

2018 ◽  
Vol 46 (3) ◽  
pp. 925-957 ◽  
Author(s):  
Chengchun Shi ◽  
Ailin Fan ◽  
Rui Song ◽  
Wenbin Lu
Keyword(s):  
High Dimensional ◽  
Treatment Regimes ◽  
Dynamic Treatment Regimes ◽  
Dynamic Treatment ◽  
Optimal Dynamic
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