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Topologically Sorted Skylines for Partially Ordered Domains

机译:部分排序域的拓扑排序的天际线

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The vast majority of work on skyline queries considers totally ordered domains, whereas in many applications some attributes are partially ordered, as for instance, domains of set values, hierarchies, intervals and preferences. The only work addressing this issue has limited progressiveness and pruning ability, and it is only applicable to static skylines. This paper overcomes these problems with the following contributions. (i) We introduce a generic framework, termed TSS, for handling partially ordered domains using topological sorting. (ii) We propose a novel dominance check that eliminates false hits/misses, further enhancing progressiveness and pruning ability. (iii) We extend our methodology to dynamic skylines with respect to an input query. In this case, the dominance relationships change according to the query specification, and their computation is rather complex. We perform an extensive experimental evaluation demonstrating that TSS is up to 9 times and up to 2 orders of magnitude faster than existing methods in the static and the dynamic case, respectively.
机译:关于天际线查询的绝大多数工作都考虑完全有序的域,而在许多应用程序中,某些属性是部分有序的,例如,设置值,层次结构,区间和首选项的域。解决此问题的唯一作品具有有限的渐进性和修剪能力,并且仅适用于静态天际线。本文通过以下贡献克服了这些问题。 (i)我们引入了一个称为TSS的通用框架,用于使用拓扑排序来处理部分有序域。 (ii)我们提出了一种新颖的优势检查,可以消除错误的命中/未击中,从而进一步增强进步性和修剪能力。 (iii)对于输入查询,我们将方法扩展到动态天际线。在这种情况下,优势关系根据查询规范而变化,并且它们的计算相当复杂。我们进行了广泛的实验评估,证明在静态和动态情况下,TSS分别比现有方法快9倍和2个数量级。

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