EN
Identifying Interrelated Factors of Fatal and Injury Traffic Accidents Using Association Rules
Öz
This study aims to investigate the possible relationships of risk factors related to traffic accidents playing important roles in increasing the likelihood of accidents. In the previous studies, parametric models are mostly used to investigate the causes of traffic accidents. As a non-parametric data mining model with its increasing usage in recent years; association rule mining was employed in this study to analyse the traffic accident data for the period of 2015 and 2020 in the city of Sakarya, Turkey. The analysis of the data studied revealed the relationships among the external/environmental, driver, road, vehicle and nature of accident factors. Some important rules regarding accidents occurring on daylight came into prominence within the scope of this study. In addition, the correlations between the driver casualties and their education level and ages are established to be related. The findings are beneficial for transportation authorities to apply effective operational strategies and campaigns to increase the road safety.
Anahtar Kelimeler
Kaynakça
- World Health Organization (WHO) 2022. https://www.who.int/news-room/fact-sheets/detail/road-traffic-injuries (accessed August 15, 2022).
- Global burden of 369 diseases and injuries in 204 countries and territories, 1990–2019: a systematic analysis for the Global Burden of Disease Study 2019. 2020.
- Injuries in the European Union 2009-2018. EuroSafe; 2021.
- Ministry of the Interior. Turkey Road Traffic Safety Strategy Report (2021-2030). 2021.
- The World Bank. World Bank 2022. https://data.worldbank.org/country/turkiye (accessed August 25, 2022).
- International Transport Forum. Road Safety Annual Report. IRTAD-OECD; 2020.
- Turkey Traffic Accident Report-2021. Turkey General Directorate of Highways. 2022.
- Kadilar GO. Effect of driver, roadway, collision, and vehicle characteristics on crash severity: a conditional logistic regression approach. Int J Inj Contr Saf Promot 2016;23:135–44. https://doi.org/10.1080/17457300.2014.942323.
Ayrıntılar
Birincil Dil
İngilizce
Konular
Ulaştırma Mühendisliği
Bölüm
Araştırma Makalesi
Erken Görünüm Tarihi
5 Temmuz 2023
Yayımlanma Tarihi
1 Eylül 2023
Gönderilme Tarihi
1 Kasım 2022
Kabul Tarihi
23 Haziran 2023
Yayımlandığı Sayı
Yıl 2023 Cilt: 34 Sayı: 5
APA
Kuyumcu, Z. Ç., Aslan, H., & Yurtay, N. (2023). Identifying Interrelated Factors of Fatal and Injury Traffic Accidents Using Association Rules. Turkish Journal of Civil Engineering, 34(5), 55-80. https://doi.org/10.18400/tjce.1322965
AMA
1.Kuyumcu ZÇ, Aslan H, Yurtay N. Identifying Interrelated Factors of Fatal and Injury Traffic Accidents Using Association Rules. tjce. 2023;34(5):55-80. doi:10.18400/tjce.1322965
Chicago
Kuyumcu, Zeliha Çağla, Hakan Aslan, ve Nilüfer Yurtay. 2023. “Identifying Interrelated Factors of Fatal and Injury Traffic Accidents Using Association Rules”. Turkish Journal of Civil Engineering 34 (5): 55-80. https://doi.org/10.18400/tjce.1322965.
EndNote
Kuyumcu ZÇ, Aslan H, Yurtay N (01 Eylül 2023) Identifying Interrelated Factors of Fatal and Injury Traffic Accidents Using Association Rules. Turkish Journal of Civil Engineering 34 5 55–80.
IEEE
[1]Z. Ç. Kuyumcu, H. Aslan, ve N. Yurtay, “Identifying Interrelated Factors of Fatal and Injury Traffic Accidents Using Association Rules”, tjce, c. 34, sy 5, ss. 55–80, Eyl. 2023, doi: 10.18400/tjce.1322965.
ISNAD
Kuyumcu, Zeliha Çağla - Aslan, Hakan - Yurtay, Nilüfer. “Identifying Interrelated Factors of Fatal and Injury Traffic Accidents Using Association Rules”. Turkish Journal of Civil Engineering 34/5 (01 Eylül 2023): 55-80. https://doi.org/10.18400/tjce.1322965.
JAMA
1.Kuyumcu ZÇ, Aslan H, Yurtay N. Identifying Interrelated Factors of Fatal and Injury Traffic Accidents Using Association Rules. tjce. 2023;34:55–80.
MLA
Kuyumcu, Zeliha Çağla, vd. “Identifying Interrelated Factors of Fatal and Injury Traffic Accidents Using Association Rules”. Turkish Journal of Civil Engineering, c. 34, sy 5, Eylül 2023, ss. 55-80, doi:10.18400/tjce.1322965.
Vancouver
1.Zeliha Çağla Kuyumcu, Hakan Aslan, Nilüfer Yurtay. Identifying Interrelated Factors of Fatal and Injury Traffic Accidents Using Association Rules. tjce. 01 Eylül 2023;34(5):55-80. doi:10.18400/tjce.1322965
Cited By
Casualty Analysis of the Drivers in Traffic Accidents in Turkey: A CHAID Decision Tree Model
Applied Sciences
https://doi.org/10.3390/app142411693