An evaluation of sampling-based size estimation methods for selections in database systems

Y. Ling, Wei Sun
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引用次数: 23

Abstract

The results of a performance study of the representative sampling-based size estimation methods in database management systems are reported in this paper. Major performance measurement includes estimation accuracy, the amount of sample taken, and the coverage. The impact of skewed data on the performance is also discussed. These results allow a better understanding and assessment of sampling estimation methods and determine the suitability of different methods under different situations.<>
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基于抽样的数据库系统选择大小估计方法的评价
本文报道了数据库管理系统中具有代表性的基于抽样的大小估计方法的性能研究结果。主要的性能度量包括估计精度、取样量和覆盖率。还讨论了倾斜数据对性能的影响。这些结果有助于更好地理解和评价抽样估计方法,并确定不同方法在不同情况下的适用性。
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Translation of object-oriented queries to relational queries A transaction transformation approach to active rule processing Design, implementation and evaluation of SCORE (a system for content based retrieval of pictures) A structure based schema integration methodology An evaluation of sampling-based size estimation methods for selections in database systems
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