• DocumentCode
    2181615
  • Title

    Moving attention from the road: A new methodology for the driver distraction evaluation using machine learning approaches

  • Author

    Tango, Fabio ; Calefato, Caterina ; Minin, Luca ; Canovi, Luca

  • Author_Institution
    Centra Ric. Fiat, Orbassano
  • fYear
    2009
  • fDate
    21-23 May 2009
  • Firstpage
    596
  • Lastpage
    599
  • Abstract
    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.
  • Keywords
    fuzzy reasoning; learning (artificial intelligence); neural nets; road vehicles; transportation; ANFIS; adaptive neuro fuzzy inference system; driver distraction evaluation; machine learning approach; on-board information system; road vehicle; transportation technology; Fatigue; Fuzzy systems; Humans; Machine learning; Predictive models; Road accidents; Road vehicles; Testing; Transportation; Vehicle driving; Machine Learning; Transportation Technology; distraction; driver modeling; inattention;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Human System Interactions, 2009. HSI '09. 2nd Conference on
  • Conference_Location
    Catania
  • Print_ISBN
    978-1-4244-3959-1
  • Electronic_ISBN
    978-1-4244-3960-7
  • Type

    conf

  • DOI
    10.1109/HSI.2009.5091044
  • Filename
    5091044