Big Data in Forecasting Research: A Literature Review

doi:10.1016/j.bdr.2021.100289

CSpace

	Big Data in Forecasting Research: A Literature Review
	Tang, Ling 1,2; Li, Jieyi 1; Du, Hongchuan 3; Li, Ling 4; Wu, Jun 1; Wang, Shouyang 5
	2022-02-28
发表期刊	BIG DATA RESEARCH
ISSN	2214-5796
卷号	27 页码:30
摘要	With the boom in Internet techniques and computer science, a variety of big data have been introduced into forecasting research, bringing new knowledge and improving prediction models. This paper is the first attempt to conduct a literature review on full-scale big data in forecasting research. By source, big data in forecasting research fell into user-generated content data (from the users on social media in texts, photos, etc.), device-monitored data (by meteorological monitors, smart meters, GPS, etc.) and activity log data (for web searching/visiting, online/offline marketing, clinical treatments, laboratory experiments, etc.). Different data types, bearing distinctive information and characteristics, dominated different forecasting tasks, required different analysis technologies and improved different forecasting models. This survey provides an overall review of big data-based forecasting research, details what (regarding data types and sources), where (forecasting hotspots) and how (analysis and forecasting methods used) big data improved prediction, and offers insights into future prospects. (C) 2021 Elsevier Inc. All rights reserved.
关键词	Big data Forecasting Literature review Prediction models Information
DOI	10.1016/j.bdr.2021.100289
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China[72004144] ; National Natural Science Foundation of China[71971007]
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Information Systems ; Computer Science, Theory & Methods
WOS记录号	WOS:000729947700004
出版者	ELSEVIER
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/59788
专题	中国科学院数学与系统科学研究院
通讯作者	Li, Ling
作者单位	1.Beijing Univ Chem Technol, Sch Econ & Management, Beijing 100029, Peoples R China 2.Beihang Univ, Sch Econ & Management, Beijing 100191, Peoples R China 3.Beijing Univ Chem Technol, Sch Sci, Beijing 100029, Peoples R China 4.Capital Univ Econ & Business, Int Sch Econ & Management, Beijing 100070, Peoples R China 5.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Tang, Ling,Li, Jieyi,Du, Hongchuan,et al. Big Data in Forecasting Research: A Literature Review[J]. BIG DATA RESEARCH,2022,27:30.
APA	Tang, Ling,Li, Jieyi,Du, Hongchuan,Li, Ling,Wu, Jun,&Wang, Shouyang.(2022).Big Data in Forecasting Research: A Literature Review.BIG DATA RESEARCH,27,30.
MLA	Tang, Ling,et al."Big Data in Forecasting Research: A Literature Review".BIG DATA RESEARCH 27(2022):30.