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首页> 外文期刊>Accident Analysis & Prevention >Applying data mining techniques to explore factors contributing to occupational injuries in Taiwan's.construction industry
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Applying data mining techniques to explore factors contributing to occupational injuries in Taiwan's.construction industry

机译:应用数据挖掘技术探索导致台湾建筑业职业伤害的因素

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摘要

Construction accident research involves the systematic sorting, classification, and encoding of comprehensive databases of injuries and fatalities. The present study explores the causes and distribution of occupational accidents in the Taiwan construction industry by analyzing such a database using the data mining method known as classification and regression tree (CART). Utilizing a database of 1542 accident cases during.the period 2000-2009, the study seeks to establish potential cause-and-effect relationships regarding serious occupational accidents in the industry. The results of this study show that the occurrence rules for falls and collapses in both public and private project construction industries serve as key factors to predict the occurrence of occupational injuries. The results of the study provide a framework for improving the safety practices and training programs that are essential to protecting construction workers from occasional or unexpected accidents.
机译:施工事故研究涉及对伤害和死亡的综合数据库进行系统的分类,分类和编码。本研究通过使用称为分类和回归树(CART)的数据挖掘方法分析这样的数据库,探索了台湾建筑行业中职业事故的原因和分布。该研究利用2000年至2009年期间1542例事故案例的数据库,旨在建立与该行业严重职业事故有关的潜在因果关系。研究结果表明,公共和私人项目建设行业中跌倒和倒塌的发生规律是预测职业伤害发生的关键因素。研究结果为改善安全规范和培训计划提供了一个框架,这对于保护建筑工人免受偶然或意外事故的影响至关重要。

著录项

  • 来源
    《Accident Analysis & Prevention》 |2012年第2012期|p.214-222|共9页
  • 作者单位

    Department of Safety, Health and Environmental Engineering. Ming Chi University of Technology, 84 Gungjuan Rd., Taishan District, New Taipei City 243, Taiwan;

    Department of Construction Engineering, National Taiwan University of Science and Technology, 43 Keelung Rd., Section 4, Taipei City 106, Taiwan;

    Department of Civil Engineering, China University of Technology, 56 Hsing-Lung Rd., Section 3, Taipei City 116, Taiwan;

    Department of Safety, Health and Environmental Engineering, HungKuang University, 34 Chung-Chie Rd., Shalu District, Taichung City 433, Taiwan;

    Institute of Occupational Safety and Health, 99, Lane 407, Hengke Rd.. Sijhih District, New Taipei City 221, Taiwan;

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

    construction industry; occupational accidents; data mining; safety management; data analysis;

    机译:建造业;职业事故;数据挖掘;安全管理;数据分析;

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