References

Sources cited throughout, and the dataset itself.

Belin, M.-Å., Tillgren, P., & Vedung, E. (2012). Vision zero – a road safety policy innovation. International Journal of Injury Control and Safety Promotion, 19(2), 171–179. https://doi.org/10.1080/17457300.2011.635213
Chen, T., & Guestrin, C. (2016). XGBoost: A scalable tree boosting system. Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 785–794. https://doi.org/10.1145/2939672.2939785
Chicco, D., & Jurman, G. (2020). The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation. BMC Genomics, 21, 6. https://doi.org/10.1186/s12864-019-6413-7
Cover, T. M., & Thomas, J. A. (2006). Elements of information theory (2nd ed.). Wiley-Interscience.
Elkan, C. (2001). The foundations of cost-sensitive learning. Proceedings of the 17th International Joint Conference on Artificial Intelligence, 973–978.
Elvik, R. (2005). Speed and road safety: Synthesis of evidence from evaluation studies. Transportation Research Record, 1908(1), 59–69. https://doi.org/10.1177/0361198105190800108
Fano, R. M. (1961). Transmission of information: A statistical theory of communications. MIT Press.
Kozicka, P. (2026). These Montreal intersections have the most cyclist collisions. Here’s why. https://www.cbc.ca/news/canada/montreal/montreal-dangerous-intersections-cyclists-bike-paths-9.7292431.
MacKay, D. J. C. (2003). Information theory, inference, and learning algorithms. Cambridge University Press.
Matthews, B. W. (1975). Comparison of the predicted and observed secondary structure of T4 phage lysozyme. Biochimica Et Biophysica Acta (BBA) - Protein Structure, 405(2), 442–451. https://doi.org/10.1016/0005-2795(75)90109-9
Miller, G. A. (1955). Note on the bias of information estimates. In H. Quastler (Ed.), Information theory in psychology: Problems and methods (pp. 95–100). Free Press.
Ojala, M., & Garriga, G. C. (2010). Permutation tests for studying classifier performance. Journal of Machine Learning Research, 11, 1833–1863. https://doi.org/10.5555/1756006.1859913
Paninski, L. (2003). Estimation of entropy and mutual information. Neural Computation, 15(6), 1191–1253. https://doi.org/10.1162/089976603321780272
Rubin, D. B. (1976). Inference and missing data. Biometrika, 63(3), 581–592. https://doi.org/10.2307/2335739
SafeMobility. (n.d.). Predictive road safety analytics for Montréal. https://www.safemobility.ca/.
Shannon, C. E. (1948). A mathematical theory of communication. Bell System Technical Journal, 27(3), 379–423. https://doi.org/10.1002/j.1538-7305.1948.tb01338.x
Société de l’assurance automobile du Québec. (2017). Rapports d’accident. https://www.donneesquebec.ca/recherche/dataset/rapports-d-accident.
Transportation Research at McGill. (2024). The 10 Montreal intersections cyclists say are most dangerous. https://www.mcgill.ca/newsroom/channels/news/10-montreal-intersections-cyclists-say-are-most-dangerous-357780.
Ville de Montréal. (2019). Vision zéro montréal: Plan d’action 2019–2021. Ville de Montréal.
Ville de Montréal. (2024). Collisions routières. https://donnees.montreal.ca/dataset/collisions-routieres.
Vision Zero Network. (n.d.). What is Vision Zero? https://visionzeronetwork.org/about/what-is-vision-zero/.