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
Link To Document :
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