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Aggregate Skyline Join Queries: Skylines with Aggregate Operations over Multiple Relations

机译:聚合skyline加入查询:具有聚合操作的skylines   多重关系

摘要

The multi-criteria decision making, which is possible with the advent ofskyline queries, has been applied in many areas. Though most of the existingresearch is concerned with only a single relation, several real worldapplications require finding the skyline set of records over multiplerelations. Consequently, the join operation over skylines where the preferencesare local to each relation, has been proposed. In many of those cases, however,the join often involves performing aggregate operations among some of theattributes from the different relations. In this paper, we introduce suchqueries as "aggregate skyline join queries". Since the naive algorithm isimpractical, we propose three algorithms to efficiently process such queries.The algorithms utilize certain properties of skyline sets, and processes theskylines as much as possible locally before computing the join. Experimentswith real and synthetic datasets exhibit the practicality and scalability ofthe algorithms with respect to the cardinality and dimensionality of therelations.
机译:随着天际线查询的出现,多准则决策已被应用到许多领域。尽管大多数现有研究仅涉及单个关系,但一些实际应用程序需要在多个关系中查找记录的天际线集合。因此,已经提出了优先选择对于每个关系都是局部的天际线的联接操作。但是,在许多情况下,联接通常涉及对来自不同关系的某些属性进行合计运算。在本文中,我们介绍了诸如“汇总天际线联接查询”之类的查询。由于天真的算法是不切实际的,因此我们提出了三种算法来有效地处理此类查询。这些算法利用天际线集的某些属性,并在计算联接之前尽可能在本地处理天际线。真实和合成数据集的实验展示了算法的实用性和可扩展性,涉及关系的基数和维数。

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