Tabular Learning-Based Traffic Event Prediction for Intelligent Social Transportation System
文献类型：期刊论文
| 作者 | Sun, Chen5; Li, Shen4; Cao, Dongpu3; Wang, Fei-Yue1,2 ; Khajepour, Amir5
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| 刊名 | IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS
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| 出版日期 | 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. |
| WOS关键词 | VEHICLE ; FLOW |
| 资助项目 | National Natural Science Foundation of China through the Major Project[52131201] |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000795108600001 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 资助机构 | National Natural Science Foundation of China through the Major Project |
| 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. |
入库方式： OAI收割
来源：自动化研究所
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