ConvCatb: An Attention-based CNN-CATBOOST Risk Prediction Model for Driving Safety

Xinhong Hei, Hao Zhang,Wenjiang Ji,Yichuan Wang,Lei Zhu,Yuan Qiu

2021 International Conference on Networking and Network Applications (NaNA)（2021）

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摘要

Risk prediction is one of the most important tasks in assistant and automatic driving. In recent years, by the help of VANET and various sensors in the cars, the status of cars and roads can be collected in real time and used for data-driven based driving risk prediction. However, it is challenging to predict the driving risk due to the complex relationship between multiple environment factors lik...

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关键词

Machine learning algorithms,Roads,Vehicular ad hoc networks,Prediction algorithms,Real-time systems,Classification algorithms,Safety

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