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Evaluation of Set-based Queries with Aggregation Constraints

机译:使用聚合约束评估基于集的查询

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Many applications often require finding a set of items of interest with respect to some aggregation constraints. For example, a tourist might want to find a set of places of interest to visit in a city such that the total expected duration is no more than six hours and the total cost is minimized. We refer to such queries as SAC queries for "set-based with aggregation constraints" queries. The usefulness of SAC queries is evidenced by the many variations of SAC queries that have been studied which differ in the number and types of constraints supported. In this paper, we make two contributions to SAC query evaluation. We first establish the hardness of evaluating SAC' queries with multiple count constraints and presented a novel, pseudo-polynomial time algorithm for evaluating a non-trivial fragment of SAC queries with multiple sum constraints and at most one of either count, group-by, or content constraint. We also propose a heuristic approach for evaluating general SAC' queries. The effectiveness of our proposed solutions is demonstrated by an experimental performance study.
机译:许多应用程序通常需要找到一些对某些聚合约束的感兴趣的项目。例如,游客可能希望在城市中访问一系列兴趣的地方,使得总预期持续时间不超过六个小时,总成本最小化。我们将此类查询称为“基于集合约束”查询的SAC查询。 SAC查询的有用性通过研究的许多变化来证明,这在支持的数量和类型的数量和类型的数量不同。在本文中,我们对SAC查询评估进行了两项贡献。我们首先建立评估SAC'查询的硬度,具有多个计数约束,并呈现一种用于评估具有多个和约束的SAC查询的非普通片段的新颖伪多项式时间算法,并且在任一计数,组的大多数中,或内容约束。我们还提出了一种评估常规囊疑问的启发式方法。通过实验性能研究证明了我们提出的解决方案的有效性。

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