Browsing Qatar Transportation and Traffic Safety Center by Author "Khanfar, Nour O."
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Application of Unsupervised Machine Learning Classification for the Analysis of Driver Behavior in Work Zones in the State of Qatar
Khanfar, Nour O.; Ashqar, Huthaifa I.; Elhenawy, Mohammed; Hussain, Qinaat; Hasasneh, Ahmad; Alhajyaseen, Wael K.M.... more authors ... less authors ( Elsevier , 2022 , Article)Work zone areas are commonly known as crash-prone areas. Thus, they usually receive high priority by road operators as drivers and workers have higher chances of being involved in road crashes. The paper aims to investigate ... -
Driving behavior classification at signalized intersections using vehicle kinematics: Application of unsupervised machine learning
Khanfar, Nour O.; Elhenawy, Mohammed; Ashqar, Huthaifa I.; Hussain, Qinaat; Alhajyaseen, Wael K.M. ( Taylor & Francis , 2022 , Article)Driving behavior is considered as a unique driving habit of each driver and has a significant impact on road safety. This study proposed a novel data-driven Machine Learning framework that can classify driving behavior at ...