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Forensic Tool Mark Comparisons: Tests for the Null Hypothesis of Different Sources

机译:法医工具标记比较:不同来源的零假设检验

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摘要

If a striated tool such as a screw driver is used to commit a crime, often there is a tool mark left behind as evidence. It is then the job of a forensic tool mark examiner to compare this crime scene tool mark to tool marks made by a suspect's tool to determine if they match, i.e were made by the same tool. Forensic tool mark examiners say that these striated tool marks are comprised of 'class' and 'individual' characteristics where class characteristics are traits common to a large number of tools such as the width of a screwdriver head and individual characteristics are traits unique to a specific tool such as imperfections and wear patterns in the surface of a screwdriver. Examiners first compare marks according to their class characteristics and if they match, they continue to compare the individual characteristics. If the class characteristics do not match, it is concluded the marks were not made by the same tool. Many of the algorithms being developed to remove the subjective nature of an examiner's comparison ignore the distinction between class and individual characteristics and attempt to directly compare the marks visually, or by applying some quantitative similarity index. We have developed a procedure for comparing tool marks that initially decomposes a digitized tool mark into class and individual components and applies a fixed width window correlation separately to each component. Based on the offsets (or registration) producing the maximized correlation (optimal offsets) and the correlation at the remaining offsets, we formulate hypothesis tests (Different Tool vs. Common Tool) with test statistics and p-values based on the distance between the optimal offsets for the two components, or by setting a threshold for correlations between the individual component series. Additionally, we have developed a simulation based approach for a test based on the maximized correlation between two tool marks. Finally, we review the method of Chumbley et al. (2010) and propose possible improvements.
机译:如果使用螺丝刀之类的横纹工具犯罪,通常会留下工具标记作为证据。然后,法医工具标记检查员的工作是将该犯罪现场工具标记与犯罪嫌疑人工具制作的工具标记进行比较,以确定它们是否匹配,即是否由同一工具制作。法医工具标记检查员说,这些条纹工具标记由“类别”和“个体”特征组成,其中类别特征是许多工具所共有的特征,例如螺丝起子头的宽度,单个特征是特定于特定特征的特征螺丝刀表面的缺陷和磨损图案等工具。审查员首先根据他们的班级特征比较标记,如果匹配,则继续比较各个特征。如果类别特征不匹配,则得出结论,这些标记不是由同一工具制作的。为消除审查员比较的主观性质而开发的许多算法都忽略了类别和个人特征之间的区别,并试图通过视觉直接比较标记或通过应用一些定量相似性指数来进行比较。我们开发了一种比较工具标记的过程,该过程最初将数字化的工具标记分解为类和各个组件,然后分别对每个组件应用固定宽度的窗口相关性。基于产生最大相关性(最佳偏移量)和其余偏移量相关性的偏移量(或配准),我们基于最优值之间的距离,用检验统计量和p值来制定假设检验(Different Tool vs. Common Tool)两个分量的偏移,或通过设置单个分量系列之间的相关性阈值。此外,我们基于两个工具标记之间的最大相关性,开发了一种基于模拟的测试方法。最后,我们回顾了Chumbley等人的方法。 (2010)并提出可能的改进。

著录项

  • 作者

    Hadler, Jeremy Robert.;

  • 作者单位

    Iowa State University.;

  • 授予单位 Iowa State University.;
  • 学科 Criminology.;Statistics.
  • 学位 Ph.D.
  • 年度 2017
  • 页码 100 p.
  • 总页数 100
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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