Landscape of Big Medical Data: A Pragmatic Survey on Prioritized Tasks

doi:10.1109/ACCESS.2019.2891948

	Landscape of Big Medical Data: A Pragmatic Survey on Prioritized Tasks
	Zhang, Zhifei 1; Gao, Wanling 2,3,4; Zhang, Fan 2; Huang, Yunyou 2,3; Dai, Shaopeng 2,3; Fan, Fanda 2,3; Zhan, Jianfeng 2,3,4; Du, Mengjia 2,3; Yin, Silin 2; Xiong, Longxin 5; Du, Juan 6; Cheng, Yumei 7; Zhou, Xiexuan 2,3; Ren, Rui 2,3; Wang, Lei 2,4; Ye, Hainan 4,8
	2019
发表期刊	IEEE ACCESS
ISSN	2169-3536
卷号	7 页码:15590-15611
摘要	Big medical data pose great challenges to life scientists, clinicians, computer scientists, and engineers. In this paper, a group of life scientists, clinicians, computer scientists, and engineers sit together to discuss several fundamental issues. First, what are the unique characteristics of big medical data different from those of the other domains? Second, what are the prioritized tasks in clinician research and practices utilizing big medical data? And do we have enough publicly available data sets for performing those tasks? Third, do the state-of-the-practice and state-of-the-art algorithms perform good jobs? Fourth, are there any benchmarks for measuring algorithms and systems for big medical data? Fifth, what are the performance gaps of the state-of-the-practice and state-of-the-art systems handling big medical data currently or in the future? Finally, but not least, are we, life scientists, clinicians, computer scientists, and engineers, ready for working together? We believe that answering the above-mentioned issues will help define and shape the landscape of big medical data.
关键词	Big medical data quantified self disease classification disease diagnosis drug discovery publicly available data benchmarks algorithms systems multi-disciplinary collaboration
DOI	10.1109/ACCESS.2019.2891948
收录类别	SCI
语种	英语
资助项目	National Key Research and Development Plan of China[2016YFB1000600] ; National Key Research and Development Plan of China[2016YFB1000605] ; National Key Research and Development Plan of China[2016YFB1000601]
WOS研究方向	Computer Science ; Engineering ; Telecommunications
WOS类目	Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS记录号	WOS:000458866300001
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计	被引频次：2[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/3409
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Zhang, Zhifei
作者单位	1.Capital Med Univ, Dept Physiol & Pathophysiol, Beijing 100069, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, State Key Lab Comp Architecture, Beijing 100190, Peoples R China 3.Univ Chinese Acad Sci, Sch Comp Sci & Technol, Beijing 100049, Peoples R China 4.Int Open Benchmarking Council, Dover, DE 19901 USA 5.Nanchang First Hosp, Nanchang 330008, Jiangxi, Peoples R China 6.Capital Med Univ, Beijing Childrens Hosp, Natl Ctr Childrens Hlth, Beijing 100045, Peoples R China 7.Capital Med Univ, Beijing Obstet & Gynecol Hosp, Beijing 100026, Peoples R China 8.Beijing Acad Frontier Sci & Technol, Benchmarking Res Ctr, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Zhang, Zhifei,Gao, Wanling,Zhang, Fan,et al. Landscape of Big Medical Data: A Pragmatic Survey on Prioritized Tasks[J]. IEEE ACCESS,2019,7:15590-15611.
APA	Zhang, Zhifei.,Gao, Wanling.,Zhang, Fan.,Huang, Yunyou.,Dai, Shaopeng.,...&Ye, Hainan.(2019).Landscape of Big Medical Data: A Pragmatic Survey on Prioritized Tasks.IEEE ACCESS,7,15590-15611.
MLA	Zhang, Zhifei,et al."Landscape of Big Medical Data: A Pragmatic Survey on Prioritized Tasks".IEEE ACCESS 7(2019):15590-15611.