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The Journal of The Korea Institute of Intelligent Transport Systems Vol.8 No.6 pp.46-54

경험적 베이즈 방법을 이용한 무인신호위반단속장비의 사고감소 효과

김태영,박병호

Effects on the Accident Reduction of Red Light Camera Using Empirical Bayes Method

Tae-Young Kim,Byung-Ho Park

Abstract

This study deals with the effects on the accident reduction according to the installation of RLC (red light cameras). The objective is to analyze the effects on the accident reduction using EB (Empirical Bayes) method. In pursuing the above, the study uses the 728 accident data occurred at the 28 intersections which RLC are installed. The main results are as follows. First, the effects of accident reduction were analyzed to be 20.74% by simple before-after study method. Second, the safety performance functions (SPF) were developed by the Poisson and negative binominal regression models, and since the over-dispersion parameter was close to zero, Poisson model was evaluated to be more appropriate than the negative binominal model. Also, the Poisson model was analyzed to be statistically significant because its value was 0.409. Finally, the results of analysis using an EB method showed that the accidents were reduced by range from 3.89 to 29.23%.