2016 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC) 2016
DOI: 10.1109/itsc.2016.7795582
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Driver identification and impostor detection based on driving behavior signals

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Cited by 44 publications
(27 citation statements)
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“…Moreira-Matias and Farah [23] also develop a generic machine learning methodology and feature reduction process. Martínez et al [24] give accuracy above 80% with multisensor data on 11 drivers. A comparative analysis of our work with others is given in Table 12.…”
Section: Discussionmentioning
confidence: 96%
“…Moreira-Matias and Farah [23] also develop a generic machine learning methodology and feature reduction process. Martínez et al [24] give accuracy above 80% with multisensor data on 11 drivers. A comparative analysis of our work with others is given in Table 12.…”
Section: Discussionmentioning
confidence: 96%
“…The OBD-II standard has been mandatory for all cars and light trucks sold in the United States since 1996, and the EOBD standard has been mandatory for all petrol vehicles sold in the European Union since 2001 and all diesel vehicles since 2004 [ 19 , 20 ]. A lot of recent research focuses on the analysis of sensor data from the CAN bus system [ 5 , 21 , 22 , 23 , 24 , 25 , 26 , 27 , 28 ].…”
Section: Related Workmentioning
confidence: 99%
“…The results achieved an accuracy of about 76.9% for a two-driver classification and 50.1% for a five-driver classification. Martinez et al [52] proposed a nonintrusive method for identifying impostor drivers. They relied on a dataset [53] that allowed access to a variety of sensor data.…”
Section: A Intra-vehicular Sensormentioning
confidence: 99%
“…Several studies have focused on driving style and driving maneuvers recognition [39], [41], [42], [43], [46], [49], [51], [52], [54], [56], [79], [81], [82], [84], [88], [91]. Some of these studies identify who the driver is whereas others classify the driver's behavior as aggressive or normal, and driving maneuvers.…”
Section: A Safetymentioning
confidence: 99%