Araştırma Makalesi

Identifying Interrelated Factors of Fatal and Injury Traffic Accidents Using Association Rules

Cilt: 34 Sayı: 5 1 Eylül 2023
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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

  1. World Health Organization (WHO) 2022. https://www.who.int/news-room/fact-sheets/detail/road-traffic-injuries (accessed August 15, 2022).
  2. 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.
  3. Injuries in the European Union 2009-2018. EuroSafe; 2021.
  4. Ministry of the Interior. Turkey Road Traffic Safety Strategy Report (2021-2030). 2021.
  5. The World Bank. World Bank 2022. https://data.worldbank.org/country/turkiye (accessed August 25, 2022).
  6. International Transport Forum. Road Safety Annual Report. IRTAD-OECD; 2020.
  7. Turkey Traffic Accident Report-2021. Turkey General Directorate of Highways. 2022.
  8. 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

Kaynak Göster

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

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