Prediction of Severities of Rental Car Traffic Accidents using Naive Bayes Big Data Classifier
![]() |
Jeong, Harim
(Dept. of Transportation Eng., Ajou University)
Kim, Honghoi (Ilmile Corp.) Park, Sangmin (Dept. of Transportation Eng., Ajou University) Han, Eum (Traffic Science Institute, Road Traffic Authority) Kim, Kyung Hyun (Transportation Research Division, Korea Expressway Corporation Research Institute) Yun, Ilsoo (Dept. of Transportation Eng., Ajou University) |
1 | Choi J. W., Kim S. H., Cho J. H. and Kim W. C.(2004), "A Study to predict the Traffic Accident Severity Level Applying Neural Network at the Signalized Intersections," Journal of Korean Society of Transportation, vol. 22, no. 3, pp.127-135. |
2 | Choi S., Park J. H. and Oh C.(2011), "Factors Affecting Injury Severity in Pedestrian-Vehicle Crash by Novice Driver," Journal of Korean Society of Transportation, vol. 29, no. 4, pp.43-51. |
3 | Kang J. H., Kim J. C., Lee J. H., Park S. S. and Jang D. S.(2016), "A Comparative Study on Patent Document Classification Algorithms," Proceedings of KIIS Spring Conference, vol 26, no. 1, pp.9-10. |
4 | Kim J. S. and Shin Y. K.(2000), "An Automatic Document Classification with Bayesian Learning," Journal of the Korean Data & Information Science Society, vol. 11, no. 1, pp.19-30. |
5 | Ko H. G., Yun I., Kim K. H., Song H. I. and Heo, T. Y.(2016), "A study on Analysis Severities of Rental Car Traffic Accidents : Case of Major Sightseeing Cities Including Busan, Gyeongju and Jeju Island," Journal of the Korean Data Analysis Society, vol. 18, no. 2, pp.755-769. |
6 | Korea Road Traffic Authority(2016), Comparison of Traffic Accident of OECD Member States. |
7 | Korea Transport Institution(2013), A Study on the Strategies for 'Vision Zero' Goal of Traffic Fatalities in Korea. |
8 | Korean Transportation Safety Authority(2013), The twenties cause the half of the entire deadly traffic accidents involving rent cars, analysis of status of deadly rent car traffic accidents during recent 5 years. |
9 | Won M. S., Lee G. R., Oh C. and Kang K. W.(2009), "A Study on the Application of Accident Severity Prediction Model," vol. 27, no. 4, pp.167-173. |
10 | Park J. T., Lee S. B., Kim J. W. and Lee D. M.(2008), "Development of a Traffic Accident Prediction Model for Urban Signalized Intersections," Journal of Korean Society of Transportation, vol. 26, no. 4, pp.99-110. |
11 | Park N. Y., Kim J. I. and Jung Y. G.(2013), "Breast Cancer Diagnosis using Naive Bayes Analysis Techniques," Journal of Service Research and Studies, vol. 3, no. 1, pp.87-93. |
12 | Peter H.(2013), "Machine Learning in Action," JPub(Paju, Korea), pp.11-13. |
13 | The R Foundation, https://www.r-project.org/, 2017.05.16. |
![]() |