Social evaluation of innovative drugs: A method based on big data analytics
- School of Marine Sciences, Sun Yat-Sen University
Guangzhou 200433, China
daigengh@mail2.sysu.edu.cn - School of Management, Shanghai University
Shanghai 200444, China
gracief@126.com - School of Management, Fudan University
Shanghai 200433, China
whdai@fudan.edu.cn - School of Information Management and Engineering, Shanghai University of Finance and Economics
Shanghai 200433, China
shengqilu@fudan.edu.cn
Abstract
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.
Key words
Big data analytics, social media, innovative drug, social evaluation, marine biology, fullerene materials
Digital Object Identifier (DOI)
https://doi.org/10.2298/CSIS170413030D
Publication information
Volume 14, Issue 3 (September 2017)
Advances in Information Technology, Distributed and Model Driven Systems
Year of Publication: 2017
ISSN: 2406-1018 (Online)
Publisher: ComSIS Consortium
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How to cite
Dai, G., Fu, X., Dai, W., Lu, S.: Social evaluation of innovative drugs: A method based on big data analytics. Computer Science and Information Systems, Vol. 14, No. 3, 805–821. (2017), https://doi.org/10.2298/CSIS170413030D