Tabular Learning-Based Traffic Event Prediction for Intelligent Social Transportation System
Sun, Chen1; Li, Shen2; Cao, Dongpu3; Wang, Fei-Yue4,5; Khajepour, Amir1
Source PublicationIEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS
ISSN2329-924X
2022-05-10
Pages12
Corresponding AuthorSun, Chen(c87sun@uwaterloo.ca)
AbstractAccurate 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.
KeywordAccidents Data models Predictive models Roads Analytical models Vehicles Sun Crowd sourcing social transportation system tabular learning traffic prediction
DOI10.1109/TCSS.2022.3170934
WOS KeywordVEHICLE ; FLOW
Indexed BySCI
Language英语
Funding ProjectNational Natural Science Foundation of China through the Major Project[52131201]
Funding OrganizationNational Natural Science Foundation of China through the Major Project
WOS Research AreaComputer Science
WOS SubjectComputer Science, Cybernetics ; Computer Science, Information Systems
WOS IDWOS:000795108600001
PublisherIEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/49372
Collection复杂系统管理与控制国家重点实验室_平行智能技术与系统团队
Corresponding AuthorSun, Chen
Affiliation1.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
Recommended Citation
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.
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