Moving attention from the road: A new methodology for the driver distraction evaluation using machine learning approaches
This work describes an approach to develop a model of driver's distraction induced by an on-board information system basing on vehicle data. Machine learning techniques have been adopted to find the model able to better predict distraction, given a target value. Results pointed in favor of a mo...
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Hauptverfasser: | , , , |
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Format: | Tagungsbericht |
Sprache: | eng |
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Zusammenfassung: | This work describes an approach to develop a model of driver's distraction induced by an on-board information system basing on vehicle data. Machine learning techniques have been adopted to find the model able to better predict distraction, given a target value. Results pointed in favor of a model obtained with the ANFIS (adaptive neuro fuzzy inference system) technique. Further investigations will be carried out by porting the model on real car. |
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ISSN: | 2158-2246 |
DOI: | 10.1109/HSI.2009.5091044 |