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TREE-BASED REINFORCEMENT LEARNING FOR ESTIMATING OPTIMAL DYNAMIC TREATMENT REGIMES

Dynamic treatment regimes (DTRs) are sequences of treatment decision rules, in which treatment may be adapted over time in response to the changing course of an individual. Motivated by the substance use disorder (SUD) study, we propose a tree-based reinforcement learning (T-RL) method to directly e...

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Detalhes bibliográficos
Publicado no:Ann Appl Stat
Main Authors: Tao, Yebin, Wang, Lu, Almirall, Daniel
Formato: Artigo
Idioma:Inglês
Publicado em: 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6457899/
https://ncbi.nlm.nih.gov/pubmed/30984321
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1214/18-AOAS1137
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