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Statistical Modelling in the Investigation of Stranger Rape

机译:陌生人强奸调查中的统计建模

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A sample of stranger rape offences (n = 271) registered in the Dutch Violence Crime Linkage Analysis System database in the Netherlands between 1997 and 2007 was studied with the objective of developing statistical models, which give an indication of the probability of basic offender characteristics. Observable crime characteristics concerning the modus operandi, interaction between the offender and the victim, violence, precautionary measures, and sexual behaviours were selected in the dataset. Offender characteristics were selected based on their usefulness for the police organisation in narrowing the scope of a criminal investigation. Spatial behaviour, criminal history, and living situation of the offender were selected. From the predictive models, four out of five achieved a correct rate of over 70%, and all models predicted better than the best guess method. The proposed models for distance and prior convictions for violence seem particularly promising. Both these models show an improvement of correctly predicted offender characteristics of more than 20 percentile points compared with that which could have been estimated based on the average in the total sample. The predictive value of the models needs to be tested further with 'new offences', which were not used to construct the model. In general, the current study supports the finding that crime characteristics can be used to get an indication of the probability of certain offender characteristics. Nevertheless, for an understanding of the relationship between the crime characteristics and offender characteristics, a further development of a theoretical framework is urgently necessary.
机译:为了发展统计模型,研究了1997年至2007年间在荷兰的荷兰暴力犯罪联系分析系统数据库中注册的一个陌生的强奸罪(n = 271)样本,该统计模型可以表明基本犯罪者特征的可能性。在数据集中选择了有关作案手法,罪犯与受害人之间的互动,暴力,预防措施和性行为的可观察犯罪特征。选择犯罪者特征是基于其对警察组织在缩小刑事调查范围方面的有用性。选择犯罪者的空间行为,犯罪记录和生活状况。从预测模型中,五分之四的正确率超过70%,所有模型的预测都比最佳猜测方法更好。提议的距离模型和先前对暴力的定罪模型似乎特别有希望。与根据总样本中的平均值估计的犯罪特征相比,这两种模型均显示出正确预测的犯罪特征提高了20%以上。该模型的预测价值需要进一步与“新犯罪”进行检验,而“新犯罪”并未用于构建模型。总的来说,当前的研究支持以下发现:犯罪特征可以用来表明某些犯罪特征的可能性。然而,为了理解犯罪特征和罪犯特征之间的关系,迫切需要进一步发展理论框架。

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