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Deep Reinforcement Learning for Dynamic Treatment Regimes on Medical Registry Data

In this paper, we propose the first deep reinforcement learning framework to estimate the optimal Dynamic Treatment Regimes from observational medical data. This framework is more flexible and adaptive for high dimensional action and state spaces than existing reinforcement learning methods to model...

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Detalhes bibliográficos
Publicado no:Healthc Inform
Main Authors: Liu, Ying, Logan, Brent, Liu, Ning, Xu, Zhiyuan, Tang, Jian, Wang, Yanzhi
Formato: Artigo
Idioma:Inglês
Publicado em: 2017
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5856473/
https://ncbi.nlm.nih.gov/pubmed/29556119
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/ICHI.2017.45
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