Modeling aggressive driving behavior based on graph construction

Junhua Wang,Wenxiang Xu,Ting Fu,Hongren Gong,Qiangqiang Shangguan,Anae Sobhani

Transportation Research Part C: Emerging Technologies（2022）

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摘要

•Graph construction is introduced as the input in modeling aggressive driving.•Inputs including graph construction and summative statistics are compared.•The SOTA regression models are selected and compared.•The graph construction has a good performance in modeling aggressive driving.•The weights of driving behavior variables in the modeling are investigated.

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关键词

Aggressive driver behavior,Driving behavior graph,Logistic regression,Random forest,Naturalistic driving study

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