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A traffic accident morphology diagnostic model based on a rough set decision tree

机译:基于粗糙集决策树的交通事故形态诊断模型

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摘要

To build a traffic safety feature model and to quantify accident influences caused by some traffic violation behaviors of drivers, an accident diagnostic decision-making model is established. For the purpose of diagnosing accident morphologies, rough set theory is applied and the influence of traffic factors of different accident morphologies is quantified through calculating the degree of attribute importance, selecting core traffic factors and adopting a C4.5 decision tree algorithm. In the paper, road traffic accident data from 2008 to 2013 in Anhui Province are used. Typical rules are selected, targeted strategy proposals are put forward, and then, a scientific and reasonable diagnostic basis is provided for the diagnosis of traffic safety risks and the prediction of potential traffic accidents.
机译:为了建立交通安全特征模型并量化因驾驶员某些交通违章行为而引起的事故影响,建立了事故诊断决策模型。为了诊断事故形态,运用粗糙集理论,通过计算属性重要性程度,选择核心交通因素,采用C4.5决策树算法,量化不同事故形态的交通因素的影响。本文使用了安徽省2008年至2013年的道路交通事故数据。选择典型规则,提出有针对性的对策建议,为交通安全隐患的诊断和潜在交通事故的预测提供科学合理的诊断依据。

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  • 来源
    《Transportation planning and technology》 |2016年第8期|751-758|共8页
  • 作者单位

    Changan Univ, Sch Informat Engn, Xian, Peoples R China|Anhui Keli Informat Ind Co Ltd, Hefei, Peoples R China|Minist Publ Secur, Key Lab Urban ITS Technol Optimizat & Integrat, Hefei, Peoples R China;

    Changan Univ, Sch Informat Engn, Xian, Peoples R China;

    Anhui Keli Informat Ind Co Ltd, Hefei, Peoples R China|Minist Publ Secur, Key Lab Urban ITS Technol Optimizat & Integrat, Hefei, Peoples R China;

    Anhui Keli Informat Ind Co Ltd, Hefei, Peoples R China|Minist Publ Secur, Key Lab Urban ITS Technol Optimizat & Integrat, Hefei, Peoples R China;

    Minist Publ Secur, Key Lab Urban ITS Technol Optimizat & Integrat, Hefei, Peoples R China|Hefei Univ Technol, Sch Comp & Informat, Hefei, Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Traffic accidents; rough set; decision tree algorithm; C4; 5; accident morphology; decision diagnosis;

    机译:交通事故;粗糙集;决策树算法;C4;5;事故形态;决策诊断;

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