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Using decision trees to extract decision rules from police reports on road accidents

[PDF] 2012 PROCEDIA griselda.pdf (933.5Kb)
Identificadores
URI: http://hdl.handle.net/10481/24454
ISSN: 1877-0428
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Author
López Maldonado, Griselda; Oña López, Juan José De; Abellán Mulero, Joaquín
Editorial
Elsevier
Materia
Traffic accident
 
Severity
 
Decision trees
 
CART (Classification and Regression Tree)
 
Decision rules
 
Date
2012-10
Referencia bibliográfica
López, G.; de Oña, J.; Abellán, J. Using decision trees to extract decision rules from police reports on road accidents. Procedia - Social and Behavioral Sciences, 53: 106–114 (2012). [http://hdl.handle.net/10481/24454]
Sponsorship
TRYSE Research Group, Department of Civil Engineering, University of Granada, Spain
Abstract
The World Health Organization (WHO) considers that traffic accidents are major public health problem worldwide, for this reason safety managers try to identify the main factors affecting the severity as consequence of road accidents. In order to identify these factors, in this paper, Data Mining (DM) techniques such as Decision Trees (DTs), have been used. A dataset of traffic accidents on rural roads in the province of Granada (Spain) have been analyzed. DTs allow certain decision rules to be extracted. These rules could be used in future road safety campaigns and would enable managers to implement certain priority actions.
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