@inproceedings{a224760b68524586aa04f03281e31ebf,
title = "An attempt to predict driver{\textquoteright}s drowsiness using trend analysis of behavioral measures",
abstract = "The behavioral measures such as neck vending angle and tracking error in steering maneuvering during the simulated driving task was recorded under the low arousal condition of all participants who stayed up all night without sleeping. We conducted trend analysis where time and the behavioral measure of drowsiness corresponded to an independent variable and a dependent variable, respectively. Applying the trend analysis technique to the experimental data of participants from whom the point in time when the participant would have encountered a crucial accident if he or she continued driving a vehicle (virtual accident), we proposed a method to predict in advance (before virtual accident occurs) the point in time with high risk of crash By applying the proposed trend analysis method to behavioral measures, we found that the proposed approach could identify the point in time with high risk of crash and eventually predict in advance the symptom of the occurrence of point in time of virtual accident.",
keywords = "Behavioral measure, Crash, Drowsiness prediction, Trend analysis, Virtual accident",
author = "Atsuo Murata and Kohei Fukuda and Koh Yoshida",
year = "2015",
month = jan,
day = "1",
doi = "10.1007/978-3-319-20373-7_24",
language = "English",
isbn = "9783319203720",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer Verlag",
pages = "255--264",
editor = "Don Harris",
booktitle = "Engineering Psychology and Cognitive Ergonomics - 12th International Conference, EPCE 2015 Held as Part of HCI International 2015, Proceedings",
note = "12th International Conference on Engineering Psychology and Cognitive Ergonomics, EPCE 2015 Held as Part of 17th International Conference on Human-Computer Interaction, HCI International 2015 ; Conference date: 02-08-2015 Through 07-08-2015",
}