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Evaluating pattern matching queries for spatial databases

机译:评估空间数据库的模式匹配查询

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摘要

In this paper, we study the spatial pattern matching (SPM) query. Given a set D of spatial objects (e.g., houses and shops), each with a textual description, we aim at finding all combinations of objects from D that match a user-defined spatial patternP. A pattern P is a graph whose vertices represent spatial objects, and edges denote distance relationships between them. The SPM query returns the instances that satisfy P. An example of P can be "a house within 10-min walk from a school, which is at least 2 km away from a hospital." The SPM query can benefit users such as house buyers, urban planners, and archeologists. We prove that answering such queries is computationally intractable and propose two efficient algorithms for their evaluation. Moreover, we study efficient solutions to address two related problems of the SPM: (1) find top-k matches that are close to a query location and (2) return partial matches for a query pattern. Experiments and case studies on real datasets show that our proposed solutions are highly effective and efficient.
机译:在本文中,我们研究了空间模式匹配(SPM)查询。给定一组D个空间对象(例如房屋和商店),每个对象都有文字描述,我们旨在从D中找到与用户定义的空间模式P匹配的所有对象组合。图案P是其顶点表示空间物体的图形,并且边缘表示它们之间的距离关系。 SPM查询返回满足P的实例。P的示例可以是“距离学校至少10公里,距学校10分钟步行路程的房屋”。 SPM查询可以使购房者,城市规划人员和考古学家等用户受益。我们证明回答此类查询在计算上是棘手的,并提出了两种有效的算法对其进行评估。此外,我们研究了解决SPM的两个相关问题的有效解决方案:(1)查找最接近查询位置的前k个匹配项;(2)返回查询模式的部分匹配项。对真实数据集的实验和案例研究表明,我们提出的解决方案非常有效。

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