Tabular Learning-Based Traffic Event Prediction for Intelligent Social Transportation System

doi:10.1109/TCSS.2022.3170934

CASIA OpenIR > 多模态人工智能系统全国重点实验室 > 平行智能技术与系统团队

	Tabular Learning-Based Traffic Event Prediction for Intelligent Social Transportation System
	Sun, Chen 1; Li, Shen 2; Cao, Dongpu 3; Wang, Fei-Yue4,5 ; Khajepour, Amir 1
发表期刊	IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS
ISSN	2329-924X
	2022-05-10
页码	12
通讯作者	Sun, Chen(c87sun@uwaterloo.ca)
摘要	Accurate forecasting of future traffic is a critical contemporary problem for transportation research. However, it is difficult to understand the feature patterns of traffic events due to the complexity of the traffic environment, heterogeneous factors, and lack of abnormal samples. This article proposes a framework to integrate the social traffic data and use the TabNet model to facilitate the representation learning task in traffic event prediction. With the tabular learning and model interpretability analysis, the importance of common traffic external factors toward traffic events is studied. The study has practical significance for regulating traffic planning and the development of the operational boundary for autonomous driving systems.
关键词	Accidents Data models Predictive models Roads Analytical models Vehicles Sun Crowd sourcing social transportation system tabular learning traffic prediction
DOI	10.1109/TCSS.2022.3170934
关键词[WOS]	VEHICLE ; FLOW
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China through the Major Project[52131201]
项目资助者	National Natural Science Foundation of China through the Major Project
WOS研究方向	Computer Science
WOS类目	Computer Science, Cybernetics ; Computer Science, Information Systems
WOS记录号	WOS:000795108600001
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计	被引频次：3[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/173211/49372
专题	多模态人工智能系统全国重点实验室_平行智能技术与系统团队
通讯作者	Sun, Chen
作者单位	1.Univ Waterloo, Dept Mech & Mechatron Engn, Waterloo, ON N2L 3G1, Canada 2.Tsinghua Univ, Dept Civil Engn, Beijing 100084, Peoples R China 3.Tsinghua Univ, Sch Vehicle & Mobil, Beijing 100084, Peoples R China 4.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 5.Univ Chinese Acad Sci, Sch Econ & Management, Beijing 100049, Peoples R China
推荐引用方式 GB/T 7714	Sun, Chen,Li, Shen,Cao, Dongpu,et al. Tabular Learning-Based Traffic Event Prediction for Intelligent Social Transportation System[J]. IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS,2022:12.
APA	Sun, Chen,Li, Shen,Cao, Dongpu,Wang, Fei-Yue,&Khajepour, Amir.(2022).Tabular Learning-Based Traffic Event Prediction for Intelligent Social Transportation System.IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS,12.
MLA	Sun, Chen,et al."Tabular Learning-Based Traffic Event Prediction for Intelligent Social Transportation System".IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS (2022):12.