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Venice, City of Canals: Characterizing Regions through Content Classification

机译:威尼斯,运河城:通过内容分类来表征区域

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摘要

Information retrieval tasks in the geographic domain rely on textual annotation of georeferenced information objects. These information objects can be annotated with references to spatial objects contained within the corresponding geographical footprint. Not all the spatial objects, however, describe the essential attributes characterizing the region. In this article, we present a method to calculate the descriptive prominence of categories of spatial objects in a given region and select a subset for the characteristic description of the region. The method is demon_strated on three datasets of points of interest and an artificial dataset is used as a benchmark. The method reduces the number of categories describing regions sig_nificantly ( p<0.001). We further illustrate the results qualitatively for three regions characterized in text.
机译:地理域中的信息检索任务依赖于地理参考信息对象的文本注释。这些信息对象可以通过引用包含在相应地理足迹内的空间对象进行注释。但是,并非所有空间对象都描述了表征该区域的基本属性。在本文中,我们提出一种方法来计算给定区域中空间对象类别的描述性突出,并为该区域的特征描述选择子集。在三个兴趣点数据集上演示了该方法,并将人工数据集用作基准。该方法减少了描述区域的类别数量(p <0.001)。我们进一步定性说明了文本中三个区域的结果。

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