Abstract:
In our study, we sought to generate rules for cognitive distractions of car drivers using data from a driving simulation environment. We collected drivers' eye-movement a...Show MoreMetadata
Abstract:
In our study, we sought to generate rules for cognitive distractions of car drivers using data from a driving simulation environment. We collected drivers' eye-movement and driving data from 18 research participants using a simulator. Each driver drove the same 15-minute course two times. The first drive was normal driving (no-load driving), and the second drive was driving with a mental arithmetic task (load driving), which we defined as cognitive-distraction driving. To generate rules of distraction driving using a machine-learning tool, we transformed the data at constant time intervals to generate qualitative data for learning. Finally, we generated rules using a Support Vector Machine (SVM).
Published in: 2016 IEEE 15th International Conference on Cognitive Informatics & Cognitive Computing (ICCI*CC)
Date of Conference: 22-23 August 2016
Date Added to IEEE Xplore: 23 February 2017
ISBN Information: