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Journals
Healthcare Informatics : the B...
Healthcare Informatics : the Business Magazine for Information and Communication Systems
#1
JOURNAL ARTICLE
Ying Liu, Brent Logan, Ning Liu, Zhiyuan Xu, Jian Tang, Yanzhi Wang
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 real life complexity in heterogeneous disease progression and treatment choices, with the goal to provide doctor and patients the data-driven personalized decision recommendations. The proposed deep reinforcement learning framework contains a supervised learning step to predict the most possible expert actions; and a deep reinforcement learning step to estimate the long term value function of Dynamic Treatment Regimes...
August 2017: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#2
JOURNAL ARTICLE
Tim Tolan
No abstract text is available yet for this article.
July 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#3
JOURNAL ARTICLE
David Raths
No abstract text is available yet for this article.
July 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#4
JOURNAL ARTICLE
Rajiv Leventhal
No abstract text is available yet for this article.
July 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#5
JOURNAL ARTICLE
Mark Hagland
No abstract text is available yet for this article.
July 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#6
JOURNAL ARTICLE
Rajiv Leventhal
No abstract text is available yet for this article.
July 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#7
JOURNAL ARTICLE
Gabriel Perna
No abstract text is available yet for this article.
July 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#8
JOURNAL ARTICLE
Rajiv Leventhal
No abstract text is available yet for this article.
July 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#9
JOURNAL ARTICLE
Mark Hagland
No abstract text is available yet for this article.
July 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#10
JOURNAL ARTICLE
Gabriel Perna
No abstract text is available yet for this article.
July 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#11
JOURNAL ARTICLE
David Raths
No abstract text is available yet for this article.
July 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#12
JOURNAL ARTICLE
Gabriel Perna
No abstract text is available yet for this article.
July 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#13
JOURNAL ARTICLE
Mark Hagland
No abstract text is available yet for this article.
July 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#14
EDITORIAL
Mark Hagland
No abstract text is available yet for this article.
July 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#15
JOURNAL ARTICLE
Tim Tolan
No abstract text is available yet for this article.
June 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#16
JOURNAL ARTICLE
David Raths
No abstract text is available yet for this article.
June 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#17
JOURNAL ARTICLE
John DeGaspari
No abstract text is available yet for this article.
June 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#18
JOURNAL ARTICLE
Mark Hagland
No abstract text is available yet for this article.
June 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#19
JOURNAL ARTICLE
Gabriel Perna
No abstract text is available yet for this article.
June 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
#20
JOURNAL ARTICLE
Rajiv Leventhal
No abstract text is available yet for this article.
June 2014: Healthcare Informatics: the Business Magazine for Information and Communication Systems
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