Crash prediction with behavioral and physiological features for advanced vehicle collision avoidance system

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• 作者：Yutao Ba^a ; ^{bytbabyt@cn.ibm.com} ; Wei Zhang^b ; Qinhua Wang^a ; Ronggang Zhou^c ; Changrui Ren^a
• 关键词：Crash prediction ; Driving behavior ; Fixation ; Physiological measures ; Discriminant analysis
• 刊名：Transportation Research Part C: Emerging Technologies
• 出版年：2017
• 出版时间：January 2017
• 年：2017
• 卷：74
• 期：Complete
• 页码：22-33
• 全文大小：1737 K
• 卷排序：74

文摘

Crash prediction method with added behavioral and physiological features was developed. The discriminant analysis with different features and models was validated. Visual and physiological features improved the predictive accuracy and specificity. The different models showed varied characteristics in sensitivity and specificity.