• DocumentCode
    3184099
  • Title

    Pattern recognition and knowledge discovery from road traffic accident data in Ethiopia: Implications for improving road safety

  • Author

    Beshah, Tibebe ; Ejigu, Dejene ; Abraham, Ajith ; Snasel, Vaclav ; Kromer, Pavel

  • Author_Institution
    IT Doctoral Program, Addis Ababa Univ., Addis Ababa, Ethiopia
  • fYear
    2011
  • fDate
    11-14 Dec. 2011
  • Firstpage
    1241
  • Lastpage
    1246
  • Abstract
    This research tries to view accident data collection and analysis as a system that requires a special view towards understanding the whole and making sense out of it for improved decision making in the effort of reducing the problem of road safety. Under the umbrella of an information architecture research for road safety in developing countries, the objective of this machine learning experimental research is to explore and predict the role of road users on possible injury risks. The research employed Classification and Adaptive Regression Trees (CART) and RandomForest approaches. To identify relevant patterns and illustrate the performance of the techniques for the road safety domain, road accident data collected from Addis Ababa Traffic Office is exposed to many sided analyses. Empirical results showed that the models could classify accidents with promising accuracy.
  • Keywords
    data analysis; data mining; learning (artificial intelligence); pattern classification; regression analysis; road safety; road traffic; traffic engineering computing; trees (mathematics); Addis Ababa Traffic Office; CART; Ethiopia; RandomForest; classification-and-adaptive regression trees; information architecture; knowledge discovery; machine learning experimental research; pattern recognition; road safety improvement; road traffic accident data analysis; road traffic accident data collection; Accidents; Accuracy; Data mining; Injuries; Road safety; Vehicles; CART; RandomForest; Road Accident; Road Safety;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information and Communication Technologies (WICT), 2011 World Congress on
  • Conference_Location
    Mumbai
  • Print_ISBN
    978-1-4673-0127-5
  • Type

    conf

  • DOI
    10.1109/WICT.2011.6141426
  • Filename
    6141426