IEEE ACCESS SPECIAL SECTION EDITORIAL: ADVANCED INFORMATION SENSING AND LEARNING TECHNOLOGIES FOR DATA-CENTRIC SMART HEALTH APPLICATIONS

被引:3
|
作者
Zhang, Qingxue [1 ,2 ]
Piuri, Vincenzo [3 ]
Clancy, Edward A. [4 ,5 ]
Zhou, Dian [6 ]
Penzel, Thomas [7 ]
Hu, Wenchuang Walter [6 ]
机构
[1] Harvard Univ, Cardiovasc Res Ctr, Cambridge, MA 02238 USA
[2] Indiana Univ Purdue Univ Indianapolis, Dept Elect & Comp Engn, Indianapolis, IN 46202 USA
[3] Univ Milan, Dept Comp Engn, I-20122 Milan, Italy
[4] Worcester Polytech Inst, Dept Elect & Comp Engn, Worcester, MA 01609 USA
[5] Worcester Polytech Inst, Dept Biomed Engn, Worcester, MA 01609 USA
[6] Univ Texas Dallas, Dept Elect & Comp Engn, Richardson, TX 75080 USA
[7] Charite, Interdisciplinary Ctr Sleep Med, D-10117 Berlin, Germany
关键词
D O I
10.1109/ACCESS.2021.3057527
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Smart health is bringing vast and promising possibilities on the road to comprehensive health management. Smart health applications are strongly data-centric and, thus, empowered by two key factors: information sensing and information learning. In a smart health system, it is crucial to effectively sense individuals' health information and intelligently learn from its high-level health insights. These two factors are also closely coupled. For example, to enhance the signal quality, a sensing array requires advanced information learning techniques to fuse the information, and to enrich medical insights in mobile health monitoring, we need to combine "multimodal signal processing and machine learning techniques" and "nonintrusive multimodality sensing methods." In new smart health application exploration, challenges arise in both information sensing and learning, especially their areas of interaction.
引用
收藏
页码:30404 / 30407
页数:4
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