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Efficient Incremental View Maintenance in Data Warehouses

机译:数据仓库中的高效增量视图维护

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In the data warehouse environment, the concept of a materialized view is nowadays common and important in an objective of efficiently supporting OLAP query processing. Materialized views are generally derived from select-project-join of several base relations. These materialized views need to be updated when the base relations change. Since the propagation of updates to the views may impose a significant overhead, it is very important to update the warehouse views efficiently. Though various view maintenance strategies have been discussed so far, they typically require too much access to base relations, resulting in the performance degradation. In this paper we propose an efficient incremental view maintenance strategy called delta propagation that can minimize the total size of base relations accessed by analyzing the properties of base relations. We first define the delta expression and a delta propagation tree which are core concepts of the strategy. Then, a dynamic programming algorithm that can find the optimal delta expression are proposed. We also present various experimental results that show the usefulness and efficiency of the strategy.
机译:在数据仓库环境中,在有效支持OLAP查询处理的目的,实现了物化视图的概念。物化视图通常来自若干基础关系的选择 - 项目协同。当基础关系变化时,需要更新这些物化视图。由于更新对视图的传播可能会强加了大量的开销,因此有效更新仓库视图非常重要。虽然到目前为止已经讨论了各种视图维护策略,但它们通常需要过多的基础关系获得,从而导致性能下降。在本文中,我们提出了一个有效的增量视图维护策略,称为Delta传播,可以通过分析基础关系的属性来最小化基础关系的总大小。我们首先定义Delta表达式和一个达到策略的核心概念的增量传播树。然后,提出了一种可以找到最佳增量表达式的动态编程算法。我们还提出了各种实验结果,表明了策略的有用性和效率。

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