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首页> 外文期刊>Indian Journal of Science and Technology >What You Eat Matters Road Safety: A Data Mining Approach
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What You Eat Matters Road Safety: A Data Mining Approach

机译:您所吃的东西对道路安全至关重要:数据挖掘方法

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Background/Objectives: To assess the influence of dietary habit on driving performance of a driver and its impact on road traffic accident to ensure road safety. Methods/Statistical Analysis: A total of 573 accidents data from year 2012 is used and a data mining approach, Association rule mining technique is applied to build a pattern to assess the influence of dietary habit on driving performance of a driver and its impact on road traffic accident by integrating traffic accident; Fatality Analysis Reporting System (FARS) and nutritional data; National Health and Nutrition Examination Survey (NHANES) from US. Findings: The result indicates that driver’s dietary habit can be one of the factors to road traffic accident along with driver’s license type and status, gender and type of road. The trained rules shows out of 573 traffic accidents 573(100%) related to drivers who had a habit of having non combination of food, 520(90%) drivers was having non commercial and suspended driving license, 299(52.1%) of drivers were owner of the vehicle, 238(41.5%) has habit of non combination of food, 290(50.6%) were male drivers, 252(43.9%) accidents has relation to non drunk driver, 234(40.8%) occurred in non junction and 270(47.1%) intersection point. Applications/Improvements: The results can be used by transportation departments to devise best strategies to ensure road traffic safety and protect the insurance business from losses of great amount of money.
机译:背景/目的:评估饮食习惯对驾驶员驾驶性能的影响及其对道路交通事故的影响,以确保道路安全。方法/统计分析:总共使用了2012年的573次事故数据,并采用了数据挖掘方法,运用关联规则挖掘技术构建了一种模式,以评估饮食习惯对驾驶员驾驶性能的影响及其对道路的影响整合交通事故;死亡率分析报告系统(FARS)和营养数据;美国国家健康和营养检查调查(NHANES)。结果:结果表明,驾驶员的饮食习惯可能是导致道路交通事故的因素之一,驾驶证的类型,状态,性别和道路类型也是如此。训练有素的规则显示,在573例交通事故中,有573例与饮食习惯不相关,有520例(90%)驾驶员具有非商业和中止驾驶执照,299例(52.1%)是车辆的拥有者,238(41.5%)人有饮食不习惯的习惯,290(50.6%)人是男性驾驶员,252(43.9%)人的非酒后驾驶事故,234(40.8%)人为非交通事故和270(47.1%)交点。应用/改进:运输部门可以使用结果来制定最佳策略,以确保道路交通安全并保护保险业务免受巨额损失。

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