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数据退化和样本量对行为连锁分析中两种相似系数性能的影响。

The impact of data degradation and sample size on the performance of two similarity coefficients used in behavioural linkage analysis.

机构信息

Department of Psychology, Carleton University, 1125 Colonel By Drive, Ottawa, Ontario, Canada.

出版信息

Forensic Sci Int. 2010 Jun 15;199(1-3):85-92. doi: 10.1016/j.forsciint.2010.03.017. Epub 2010 Apr 24.

Abstract

In order to determine whether a series of unsolved crimes has been committed by the same offender, the police often must rely on an analysis of behavioural evidence. When carrying out this task, some type of similarity coefficient is typically relied on to assess the degree of behavioural stability and distinctiveness that exists across a set of crimes and questions inevitably arise as to which coefficient to use. In cases of juvenile sex offences, research has suggested that a taxonomic similarity index outperforms the most commonly used metric at the moment, Jaccard's coefficient, especially under conditions of data degradation (missing data). However, recent research has failed to replicate this result in cases of serial homicide and burglary, especially when relatively large sample sizes are used. The current study provides further support for these recent findings using adult serial sexual assault data. Across a range of conditions, the current study demonstrates that Jaccard's coefficient slightly outperforms the taxonomic similarity index on a measure of linking accuracy. Potential explanations for the results are provided, implications are discussed, and future research directions are presented.

摘要

为了确定一系列未解决的犯罪是否是同一罪犯所为,警方通常必须依赖于对行为证据的分析。在执行这项任务时,通常会依赖某种相似系数来评估一系列犯罪行为中存在的行为稳定性和独特性,因此不可避免地会出现使用哪种系数的问题。在青少年性犯罪案件中,研究表明,分类相似性指数在数据退化(缺失数据)的情况下表现优于目前最常用的度量标准——Jaccard 系数,尤其是在这种情况下。然而,最近的研究未能在连续杀人案和入室盗窃案中复制这一结果,尤其是当使用相对较大的样本量时。本研究使用成人连续性侵犯罪数据进一步支持了这些最新发现。在一系列条件下,本研究表明,在关联准确性的衡量标准上,Jaccard 系数略微优于分类相似性指数。对结果的潜在解释进行了讨论,并提出了未来的研究方向。

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