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Materialized Sample Views for Database Approximation

机译:用于数据库逼近的物化样本视图

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We consider the problem of creating sample view of a database table. A sample view is an indexed, materialized view that permits efficient sampling from an arbitrary range query over the view. Such "sample views'''' are very useful to applications that require random samples from a database: approximate query processing, online aggregation, data mining, and randomized algorithms are a few examples. Our core technical contribution is a new file organization called the ACE Tree that is suitable for organizing and indexing a sample view. One of the most important aspects of the ACE Tree is that it supports online random sampling from the view. That is, at all times, the set of records returned by the ACE Tree constitutes a statistically random sample of the database records satisfying the relational selection predicate over the view. Our paper presents experimental results that demonstrate the utility of the ACE Tree.
机译:我们考虑创建数据库表的样本视图的问题。样本视图是一个索引的物化视图,允许从该视图上的任意范围查询中进行有效采样。这样的“样本视图”对于需要从数据库中随机抽样的应用程序非常有用:近似查询处理,在线聚合,数据挖掘和随机算法就是其中的一些示例。我们的核心技术贡献是一个新的文件组织,称为ACE树适用于组织和索引样本视图,ACE树最重要的方面之一是它支持从视图进行在线随机抽样,也就是说,在任何时候,ACE树返回的记录集构成满足条件的关系选择谓词的数据库记录的统计随机样本,本文提供的实验结果证明了ACE树的实用性。

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