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Using Deep Neural Networks to Simulate Human Body

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成果类型:
期刊论文、会议论文
作者:
Dai, Yinglong;Wang, Guojun*;Chen, Sihong;Xie, Dongqing;Chen, Shuhong
通讯作者:
Wang, Guojun
作者机构:
[Dai, Yinglong] Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China.
[Xie, Dongqing; Chen, Shuhong; Wang, Guojun] Guangzhou Univ, Sch Comp Sci & Educ Software, Guangzhou 510006, Guangdong, Peoples R China.
[Chen, Sihong] Hunan Univ Chinese Med, Hosp 1, Prevent Treatment Ctr, Changsha 410007, Hunan, Peoples R China.
通讯机构:
[Wang, Guojun] G
Guangzhou Univ, Sch Comp Sci & Educ Software, Guangzhou 510006, Guangdong, Peoples R China.
语种:
英文
关键词:
Deep Neural Networks;Simulation;Healthcare;Deep Reinforcement Learning;Closed Loop
期刊:
2017 15TH IEEE INTERNATIONAL SYMPOSIUM ON PARALLEL AND DISTRIBUTED PROCESSING WITH APPLICATIONS AND 2017 16TH IEEE INTERNATIONAL CONFERENCE ON UBIQUITOUS COMPUTING AND COMMUNICATIONS (ISPA/IUCC 2017)
ISSN:
2158-9178
年:
2017
页码:
959-966
会议名称:
15th IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA) / 16th IEEE International Conference on Ubiquitous Computing and Communications (IUCC)
会议论文集名称:
IEEE International Symposium on Parallel and Distributed Processing with Applications
会议时间:
DEC 12-15, 2017
会议地点:
Guangzhou, PEOPLES R CHINA
会议主办单位:
[Dai, Yinglong] Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China.^[Wang, Guojun;Xie, Dongqing;Chen, Shuhong] Guangzhou Univ, Sch Comp Sci & Educ Software, Guangzhou 510006, Guangdong, Peoples R China.^[Chen, Sihong] Hunan Univ Chinese Med, Hosp 1, Prevent Treatment Ctr, Changsha 410007, Hunan, Peoples R China.
会议赞助商:
IEEE, IEEE Comp Soc, Guangzhou Univ, Cent S Univ
主编:
Wang, G Fox, G Martinez, G Hill, R Mueller, P
出版地:
345 E 47TH ST, NEW YORK, NY 10017 USA
出版者:
IEEE
ISBN:
978-1-5386-3790-6
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61632009, 61472451, 61502163]; Guangdong Provincial Natural Science FoundationNational Natural Science Foundation of Guangdong Province [2017A030308006]; High-Level Talents Program of Higher Education in Guangdong Province [2016ZJ01]; Hunan Provincial Natural Science Foundation of ChinaNatural Science Foundation of Hunan Province [2016JJ3051]
机构署名:
本校为其他机构
院系归属:
第一中医临床学院
摘要:
In this paper, we present a human body simulator for healthcare research. In this special environment, human body is regarded as a black-box system that generates different outputs corresponding to different external inputs. The inputs can be healthcare interventions, and the outputs can be phenotypes that reflect latent health states. The healthcare purpose is to find effective strategies that can make the human body transfer to a healthy state from any other unhealthy states. At first, we propose to use deep neural networks (DNNs) to model the human body system. After some analyses, we disco...

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