This study describes the experimental application of Machine Learning techniques to build prediction models that can assess the injury risk associated with traffic accidents. This work uses an freely available data set of traffic accident records that took place in the ... View more
 N. Saunier, N. Mourji, and B. Agard, “Investigating collision factors by mining microscopic data of vehicle conflicts and collisions,” 90th Transportation Research Board Annual Meeting, vol. 2237, pp. 41-50, 2011.
 DENATRAN, “Impactos sociais e econoˆmicos dos acidentes de traˆnsito nas rodovias brasileiras,” December 2006. [Online]. Available: http://www.denatran.gov.br/publicacoes/download/ custos acidentes transito.pdf
 T. Beshah, D. Ejigu, A. Abraham, V. Snasel, and P. Kromer, “Pattern recognition and knowledge discovery from road traffic accident data in ethiopia: Implications for improving road safety,” World Congress on Information and Communication Technologies (WICT), pp. 1241-1246, December 2011.
 Prefeitura de Porto Alegre e Poa Digital, “Datapoa,” November 2014. [Online]. Available: http://datapoa.com.br/dataset/acidentes-de-transito
 Open Data Commons, “Odbl 1.0 license,” November 2014. [Online]. Available: http://opendatacommons.org/licenses/odbl/summary
 C. S. Perone, G. Wainer, and L. Nunes, “Django GIS Brasil,” November 2014. [Online]. Available: http://django-gis-brasil.readthedocs.org
 W. McKinney, “pandas: a foundational python library for data analysis and statistics,” 2011, PyHPC2011. [Online]. Available: http://pandas.pydata.org/talks.html
 F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, V. Dubourg, J. Vanderplas, A. Passos, D. Cournapeau, M. Brucher, M. Perrot, and E. Duchesnay, “Scikit-learn: Machine Learning in Python,” Journal of Machine Learning Research, vol. 12, pp. 2825-2830, 2011.
 R.-E. Fan, K.-W. Chang, C.-J. Hsieh, X.-R. Wang, and C.-J. Lin, “LIBLINEAR: A library for large linear classification,” Journal of Machine Learning Research, vol. 9, pp. 1871-1874, 2008.