项目作者: bRecordT

项目描述 :
Application of ML algorithms in the context of traffic safety analysis
高级语言: R
项目地址: git://github.com/bRecordT/Traffic-Safety-Prediction.git
创建时间: 2020-03-04T15:18:30Z
项目社区:https://github.com/bRecordT/Traffic-Safety-Prediction

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Traffic Safety Prediction

Application of ML algorithms in the context of traffic safety analysis

Overview

Three algorithms are tested for crash severity and frequency analysis, including decision tree (CART), random forest, and model-based recursive partitioning (MOB). Model development, optimization, and evaluation are jointly compared with statistical approaches in the study field (i.e., logistic regression and negative binomial regression models).

Data Source