Applying Deep Learning to Individual and Community Health Monitoring Data: A Survey
文献类型：期刊论文
| 作者 | Zhen-Jie Yao2; Jie Bi2; Yi-Xin Chen1 |
| 刊名 | International Journal of Automation and Computing
 |
| 出版日期 | 2018 |
| 卷号 | 15期号:6页码:643-655 |
| 关键词 | Deep learning healthcare electronic health records (EHR) neural networks survey. |
| ISSN号 | 1476-8186 |
| DOI | 10.1007/s11633-018-1136-9 |
| 英文摘要 | In the recent years, deep learning models have addressed many problems in various fields. Meanwhile, technology development has spawned the big data in healthcare rapidly. Nowadays, application of deep learning to solve the problems in healthcare is a hot research direction. This paper introduces the application of deep learning in healthcare extensively. We focus on 7 application areas of deep learning, which are electronic health records (EHR), electrocardiography (ECG), electroencephalogram (EEG), community healthcare, data from wearable devices, drug analysis and genomics analysis. The scope of this paper does not cover medical image processing since other researchers have already substantially reviewed it. In addition, we analyze the merits and drawbacks of the existing works, analyze the existing challenges, and discuss future trends. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/42441]  |
| 专题 | 自动化研究所_学术期刊_International Journal of Automation and Computing |
| 作者单位 | 1.Department of Computer Science and Engineering, Washington University in St. Louis, St. Louis, MO 63130, USA 2.Beijing Advanced Innovation Center for Future Internet Technology, Beijing University of Technology, Beijing 100124, China |
| 推荐引用方式 GB/T 7714 | Zhen-Jie Yao,Jie Bi,Yi-Xin Chen. Applying Deep Learning to Individual and Community Health Monitoring Data: A Survey[J]. International Journal of Automation and Computing,2018,15(6):643-655. |
| APA | Zhen-Jie Yao,Jie Bi,&Yi-Xin Chen.(2018).Applying Deep Learning to Individual and Community Health Monitoring Data: A Survey.International Journal of Automation and Computing,15(6),643-655. |
| MLA | Zhen-Jie Yao,et al."Applying Deep Learning to Individual and Community Health Monitoring Data: A Survey".International Journal of Automation and Computing 15.6(2018):643-655. |
入库方式： OAI收割
来源：自动化研究所
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