Analysis of Traffic Safety Factors and Their Impact Using Machine Learning Algorithms
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Doi: 10.28991/CEJ-2024-010-09-06
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Lagarde, E. (2011). Road Traffic Injuries. Encyclopedia of Environmental Health, 4, V4-892-V4-900. doi:10.1016/B978-0-444-52272-6.00623-1.
Campbell, J. L., Lichty, M. G., Brown, J. L., Richard, C. M., Graving, J. S., Graham, J., ... & Harwood, D. (2012). Human Factors Guidelines for Road Systems. National Cooperative Highway Research Program (NCHRP) Report 600. Transportation Research Board, Washington, DC, US. 319 P., 600.
Stanton, N., & Walker, G. H. (1969). Human factors in road accidents. WHO Chronicle, 23(5), 205–211.
Bucsuházy, K., Matuchová, E., Zůvala, R., Moravcová, P., Kostíková, M., & Mikulec, R. (2020). Human factors contributing to the road traffic accident occurrence. Transportation Research Procedia, 45, 555-561. doi:10.1016/j.trpro.2020.03.057
Dewar, R., & Olson, P. (2007). Human Factors in Traffic Safety. Lawyers & Judges Publishing Company, Arizona, United States.
Ditcharoen, A., Chhour, B., Traikunwaranon, T., Aphivongpanya, N., Maneerat, K., & Ammarapala, V. (2018, May). Road traffic accidents severity factors: A review paper. 5th International Conference on Business and Industrial Research (ICBIR), 339-343. doi:10.1109/icbir.2018.8391218.
Laberge-Nadeau, C., Bellavance, F., Messier, S., Vézina, L., & Pichette, F. (2009). Occupant injury severity from lateral collisions: a literature review. Journal of safety research, 40(6), 427-435. doi:10.1016/j.jsr.2009.08.005.
Nazif-Munoz, J. I., Quesnel-Vallée, A., & Van den Berg, A. (2014). Explaining Chile's traffic fatality and injury reduction for 2000–2012. Traffic Injury Prevention, 15(sup1), S56-S63. doi:10.1080/15389588.2014.939270.
Tollazzi, T. (2014). Alternative Types of Roundabouts: An Informational Guide. Springer Tracts on Transportation and Traffic, Volume 7, Springer, Cham, Switzerland. doi:10.1007/978-3-319-09084-9.
Choudhary, A., Garg, R. D., Jain, S. S., & Khan, A. B. (2024). Impact of traffic and road infrastructural design variables on road user safety–a systematic literature review. International Journal of Crashworthiness, 29(4), 583-596. doi:10.1080/13588265.2023.2274641
Soltani, A., Harrison, J. E., Ryder, C., Flavel, J., & Watson, A. (2024). Police and hospital data linkage for traffic injury surveillance: A systematic review. Accident Analysis & Prevention, 197, 107426. doi:10.1016/j.aap.2023.107426.
Kullgren, A., Stigson, H., Ydenius, A., Axelsson, A., Engström, E., & Rizzi, M. (2019). The potential of vehicle and road infrastructure interventions in fatal bicyclist accidents on Swedish roads—What can in-depth studies tell us?. Traffic injury prevention, 20(sup1), S7-S12. doi:10.1080/15389588.2019.1610171.
Li, R., & Zhao, L. H. (2015). Analysis of factors influencing traffic accident casualties. China Safety Science Journal, 25, 123-127.
Ehsani, J. P., Michael, J. P., & Mackenzie, E. J. (2023). The Future of Road Safety: Challenges and Opportunities. Milbank Quarterly, 101(S1), 613–636. doi:10.1111/1468-0009.12644.
Zhang, C., Wang, J., Luo, D., Yang, H., & Yao, J. (2024). Considering traffic characteristics: Roadside unit deployment optimization algorithm based on dynamic division of road network subareas. IET Intelligent Transport Systems, 1–19. doi:10.1049/itr2.12543.
SUN, L., Qi, W. U., Juan, Z., Tian, C., Shuang, W., & Hui, Z. (2018). An empirical study of the influencing factors of traffic accidents in China from 2004 to 2015. Journal of Southwest University, 40(11), 112–118.
Marusin, A., Marusin, A., & Danilov, I. (2018). A method for assessing the influence of automated traffic enforcement system parameters on traffic safety. Transportation Research Procedia, 36, 500–506. doi:10.1016/j.trpro.2018.12.136.
Luo, X., Ge, Y., & Qu, W. (2023). The association between the Big Five personality traits and driving behaviors: A systematic review and meta-analysis. Accident Analysis and Prevention, 183(106968), 106968. doi:10.1016/j.aap.2023.106968.
Maze, T. H., Agarwal, M., & Burchett, G. (2006). Whether weather matters to traffic demand, traffic safety, and traffic operations and flow. Transportation Research Record, 1948(1948), 170–176. doi:10.3141/1948-19.
Jiao, B., & Evdorides, H. (2024). Methods of strategic road safety management: a systematic review. International Journal of Injury Control and Safety Promotion, 31(3), 420–430. doi:10.1080/17457300.2024.2335503.
Kureckova, V., Gabrhel, V., Zamecnik, P., Rezac, P., Zaoral, A., & Hobl, J. (2017). First aid as an important traffic safety factor – evaluation of the experience–based training. European Transport Research Review, 9(1), 1-8. doi:10.1007/s12544-016-0218-4.
Yeole, M., Jain, R. K., & Menon, R. (2023). Road traffic accident prediction for mixed traffic flow using artificial neural network. Materials Today: Proceedings, 77, 832–837. doi:10.1016/j.matpr.2022.11.490.
Theofilatos, A., Yannis, G., Kopelias, P., & Papadimitriou, F. (2016). Predicting Road Accidents: A Rare-events Modeling Approach. Transportation Research Procedia, 14, 3399–3405. doi:10.1016/j.trpro.2016.05.293.
Laković, S., Tollazzi, T., & Gruden, C. (2023). Elderly Pedestrians and Road Safety: Findings from the Slovenian Accident Database and Measures for Improving Their Safety. Sustainability (Switzerland), 15(2), 1631. doi:10.3390/su15021631.
Khan, M. N., & Das, S. (2024). Advancing traffic safety through the safe system approach: A systematic review. Accident Analysis and Prevention, 199(May), 107518. doi:10.1016/j.aap.2024.107518.
DOI: 10.28991/CEJ-2024-010-09-06
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