Social evaluation of innovative drugs: A method based on big data analytics

doi:10.2298/CSIS170413030D

CORC > 上海财经大学 > 上海财经大学

	Social evaluation of innovative drugs: A method based on big data analytics
	Dai, Genghui 1; Fu, Xinshuang 2; Dai, Weihui 3; Lu, Shengqi 4
刊名	COMPUTER SCIENCE AND INFORMATION SYSTEMS
	2017-09
卷号	14 期号:3 页码:805-821
关键词	Big data analytics social media innovative drug social evaluation marine biology fullerene materials
ISSN号	1820-0214
DOI	10.2298/CSIS170413030D
英文摘要	The evaluation of drugs is a professional and time consuming process which involves a series of clinical trials and evidence-based verifications. However, an innovative drug may still suffer from unpredictable risks after coming into market due to the complex circumstances in practical utilization. Owing to the popularization of information networks and social media, big data analytics exhibits a new perspective of social evaluation as the supplementary means on this issue. This paper designed a Hadoop platform for data collection and processing, and explored the social evaluation of innovative drugs based on big data analytics. Through the analysis of mined data and affective computing on online comments, a new Chinese drug extracted from marine organisms can be evaluated comprehensively by the proposed method. Furthermore, the potential utilization of fullerene materials may be considered for improving its curative effects. Research work of this paper provides a big data analytics method for social evaluation of innovative drugs as well as their promising improvements.
WOS研究方向	Computer Science
语种	英语
出版者	COMSIS CONSORTIUM
WOS记录号	WOS:000413777600017
内容类型	期刊论文
源URL	[http://10.2.47.112/handle/2XS4QKH4/897]
专题	上海财经大学
作者单位	1.Sun Yat Sen Univ, Sch Marine Sci, Guangzhou 200433, Guangdong, Peoples R China; 2.Shanghai Univ, Sch Management, Shanghai 200444, Peoples R China; 3.Fudan Univ, Sch Management, Shanghai 200433, Peoples R China; 4.Shanghai Univ Finance & Econ, Sch Informat Management & Engn, Shanghai 200433, Peoples R China
推荐引用方式 GB/T 7714	Dai, Genghui,Fu, Xinshuang,Dai, Weihui,et al. Social evaluation of innovative drugs: A method based on big data analytics[J]. COMPUTER SCIENCE AND INFORMATION SYSTEMS,2017,14(3):805-821.
APA	Dai, Genghui,Fu, Xinshuang,Dai, Weihui,&Lu, Shengqi.(2017).Social evaluation of innovative drugs: A method based on big data analytics.COMPUTER SCIENCE AND INFORMATION SYSTEMS,14(3),805-821.
MLA	Dai, Genghui,et al."Social evaluation of innovative drugs: A method based on big data analytics".COMPUTER SCIENCE AND INFORMATION SYSTEMS 14.3(2017):805-821.