Driving risk assessment using near-crash database through data mining of tree-based model

•This paper reports a comprehensive naturalistic driving experiment to collect driving data under potential threats on actual Chinese roads.•A novel method is proposed to quantify the driving-risk in a near-crash by clustering the braking characteristics.•This paper explores the factors that greatly...

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