Hotspot mapping for Perception of Security

Francisco Gómez, Andres Torres, Juan Galvis, Jorge Camargo, Oscar H. Martinez
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引用次数: 5

Abstract

Perception of Security (PoS) refers to the subjective assessment of the risk (danger, threats of adverse events) and the magnitude of its consequences. PoS plays a major role in the planning of urban security. Typically, PoS is assessed by using survey research. This approach is very time-consuming and is not well suited to tackle the uncertain and dynamic nature of the citizens perceptions. In this paper, we present a novel strategy for constructing spatial hotspots for PoS. The proposed method is based on a collaborative software tool that collects information about different PoS for a set of local security experts. This information is spatially pooled across users by using collaborative filtering. PoS hotspots are then constructed using kernel density estimation. The proposed strategy was evaluated on different simulated scenarios, and using real data from 1568 PoS registered by 50 local security experts in the city of Bogota (Colombia). The results suggest that the proposed approach may provide accurate, integrated and objective summaries of the PoS.
安全感知的热点映射
安全感知(PoS)是指对风险(危险、不良事件的威胁)及其后果程度的主观评估。PoS在城市安全规划中起着重要的作用。通常,PoS是通过调查研究来评估的。这种方法非常耗时,也不太适合处理公民观念的不确定性和动态性。本文提出了一种构建PoS空间热点的新策略,该方法基于一个协作软件工具,为一组本地安全专家收集不同PoS的信息。通过使用协作过滤,这些信息在空间上汇集在用户之间。然后使用核密度估计构造PoS热点。该策略在不同的模拟场景下进行了评估,并使用了波哥大(哥伦比亚)市50名当地安全专家注册的1568个PoS的真实数据。结果表明,该方法可以提供准确、完整和客观的PoS总结。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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