An Overview of Recommendation Techniques and Their Applications in Healthcare

doi:10.1109/JAS.2021.1003919

CASIA OpenIR > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	An Overview of Recommendation Techniques and Their Applications in Healthcare
	Wenbin Yue; Zidong Wang; Jieyu Zhang; Xiaohui Liu
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2021
卷号	8 期号:4 页码:701-717
摘要	With the increasing amount of information on the internet, recommendation system (RS) has been utilized in a variety of fields as an efficient tool to overcome information overload. In recent years, the application of RS for health has become a growing research topic due to its tremendous advantages in providing appropriate recommendations and helping people make the right decisions relating to their health. This paper aims at presenting a comprehensive review of typical recommendation techniques and their applications in the field of healthcare. More concretely, an overview is provided on three famous recommendation techniques, namely, content-based, collaborative filtering (CF)-based, and hybrid methods. Next, we provide a snapshot of five application scenarios about health RS, which are dietary recommendation, lifestyle recommendation, training recommendation, decision-making for patients and physicians, and disease-related prediction. Finally, some key challenges are given with clear justifications to this new and booming field.
关键词	Collaborative filtering (CF) content-based recommendation healthcare recommendation system (RS)
DOI	10.1109/JAS.2021.1003919
引用统计	被引频次：41[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/43943
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Wenbin Yue,Zidong Wang,Jieyu Zhang,et al. An Overview of Recommendation Techniques and Their Applications in Healthcare[J]. IEEE/CAA Journal of Automatica Sinica,2021,8(4):701-717.
APA	Wenbin Yue,Zidong Wang,Jieyu Zhang,&Xiaohui Liu.(2021).An Overview of Recommendation Techniques and Their Applications in Healthcare.IEEE/CAA Journal of Automatica Sinica,8(4),701-717.
MLA	Wenbin Yue,et al."An Overview of Recommendation Techniques and Their Applications in Healthcare".IEEE/CAA Journal of Automatica Sinica 8.4(2021):701-717.

条目包含的文件
文件名称/大小	文献类型	版本类型	开放类型	使用许可
JAS-2020-1198.pdf（1958KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览