Safety performance function (SPF) is one of the most important tools in transportation safety study. The SPF is usually estimated in the frequentist framework. In this study, Bayesian models were used to capture the uncertainy in the data. Different effect estimates in the explanatory variables between frequentist and Bayesian modeling framework are revealed.
Please refer to the PDF file for details. The RMD file has a little format issue.