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

doi:10.1109/TCSS.2022.3170934

CORC > 自动化研究所 > 中国科学院自动化研究所 > 复杂系统管理与控制国家重点实验室 > 先进控制与自动化团队

	Tabular Learning-Based Traffic Event Prediction for Intelligent Social Transportation System
	Sun, Chen 5; Li, Shen 4; Cao, Dongpu 3; Wang, Fei-Yue 1,2; Khajepour, Amir 5
刊名	IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS
	2022-05-10
页码	12
关键词	Accidents Data models Predictive models Roads Analytical models Vehicles Sun Crowd sourcing social transportation system tabular learning traffic prediction
ISSN号	2329-924X
DOI	10.1109/TCSS.2022.3170934
通讯作者	Sun, Chen(c87sun@uwaterloo.ca)
英文摘要	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.
资助项目	National Natural Science Foundation of China through the Major Project[52131201]
WOS关键词	VEHICLE ; FLOW
WOS研究方向	Computer Science
语种	英语
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号	WOS:000795108600001
资助机构	National Natural Science Foundation of China through the Major Project
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/49371]
专题	自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队
通讯作者	Sun, Chen
作者单位	1.Univ Chinese Acad Sci, Sch Econ & Management, Beijing 100049, Peoples R China 2.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 3.Tsinghua Univ, Sch Vehicle & Mobil, Beijing 100084, Peoples R China 4.Tsinghua Univ, Dept Civil Engn, Beijing 100084, Peoples R China 5.Univ Waterloo, Dept Mech & Mechatron Engn, Waterloo, ON N2L 3G1, Canada
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.