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A comparative analysis to forecast apartment burglaries in Vienna Austria based on repeat and near repeat victimization

机译:基于重复和近乎重复的受害情况对奥地利维也纳的公寓爆窃案进行比较分析

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摘要

In this paper, we introduce two methods to forecast apartment burglaries that are based on repeat and near repeat victimization. While the first approach, the “heuristic method” generates buffer areas around each new apartment burglary, the second approach concentrates on forecasting near repeat chain links. These near repeat chain links are events that follow a near repeat pair of an originating and (near) repeat event that is close in space and in time. We name this approach the “near repeat chain method”. This research analyzes apartment burglaries from November 2013 to November 2016 in Vienna, Austria. The overall research goal is to investigate whether the near repeat chain method shows better prediction efficiencies (using a capture rate and the prediction accuracy index) while producing fewer prediction areas. Results show that the near repeat chain method proves to be the more efficient compared to the heuristic method for all bandwidth combinations analyzed in this research.
机译:在本文中,我们介绍了两种基于重复和接近重复受害的公寓爆窃预测方法。第一种方法是“启发式方法”,它会在每个新公寓爆窃案周围生成缓冲区,而第二种方法则集中在预测重复链链接附近。这些近重复链链接是在空间和时间上接近的始发和(近)重复事件的近重复对之后的事件。我们将此方法称为“近重复链方法”。这项研究分析了2013年11月至2016年11月在奥地利维也纳的公寓盗窃案。总体研究目标是调查近重复链方法在产生更少的预测区域的同时是否显示出更好的预测效率(使用捕获率和预测准确性指数)。结果表明,对于本研究中分析的所有带宽组合,近距离重复链方法被证明比启发式方法更有效。

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