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Multiway Pruning for Efficient Iceberg Cubing

机译:高效修剪冰山的多向修剪

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摘要

Effective pruning is essential for efficient iceberg cube computation. Previous studies have focused on exclusive pruning: regions of a search space that do not satisfy some condition are excluded from computation. In this paper we propose inclusive and anti-pruning. With inclusive pruning, necessary conditions that solutions must satisfy are identified and regions that can not be reached by such conditions are pruned from computation. With anti-pruning, regions of solutions are identified and pruning is not applied. We propose the multiway pruning strategy combining exclusive, inclusive and anti-pruning with bounding aggregate functions in iceberg cube computation. Preliminary experiments demonstrate that the multiway-pruning strategy improves the efficiency of iceberg cubing algorithms with only exclusive pruning.
机译:有效修剪对于有效的冰山立方体计算至关重要。先前的研究集中于专有修剪:不满足某些条件的搜索空间区域从计算中排除。在本文中,我们提出了包容性和抗修剪性。通过包容性修剪,可以确定解决方案必须满足的必要条件,并从计算中修剪出这些条件无法达到的区域。使用反修剪功能,可以确定解决方案的区域,并且不应用修剪功能。我们提出了在冰山立方计算中将排他,包含和反修剪与边界聚合函数相结合的多向修剪策略。初步实验表明,多路修剪策略仅使用专门的修剪功能就可以提高Iceberg cubing算法的效率。

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