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TRAFFIC SAFETY RISK BASED GROUP DIVISION AND DIFFERENCE ANALYSIS METHOD AND SYSTEM

机译:基于交通安全风险的群体划分和差异分析方法及系统

摘要

Traffic safety risk based group division and a difference analysis method and system: taking drivers and motor vehicles as objects, demarcating safety risks of the objects by using an ensemble learning algorithm and carrying out group division on the basis of the safety risks, and identifying salient difference indexes through a statistical approach; mining features of traffic participants from traffic behaviors thereof on the basis of the ensemble learning algorithm and demarcating safety risk degrees of said traffic participants, and in order to reduce data granularity of an analysis and determining program, dividing, according to the risk degrees, into a plurality of target groups having different safety levels; in order to overcome the problem that the ensemble learning algorithm lacks explanation during safety risk demarcation, accurately testing and identifying salient difference indexes among groups by using Fisher, thus accurately describing features of groups having various risk levels and providing data support for active traffic safety management.
机译:基于交通安全风险的分组划分及差异分析方法和系统:以驾驶员和机动车辆为对象,通过集成学习算法划分对象的安全风险,并在安全风险的基础上进行分组划分,确定显着性通过统计方法得出差异指标;根据整体学习算法,从交通行为的交通行为中挖掘交通参与者的特征,并划分出所述交通参与者的安全风险等级,以减少分析和确定程序的数据粒度,根据风险等级划分为具有不同安全等级的多个目标群体;为了克服安全风险划分中集成学习算法缺乏解释的问题,利用Fisher准确测试和识别组间显着性差异指标,从而准确描述具有各种风险等级的组的特征,为主动交通安全管理提供数据支持。

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