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Data Mining with the SAP NetWeaver BI Accelerator

机译:使用SAP NetWeaver BI Accelerator进行数据挖掘

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摘要

The new SAP NetWeaver Business Intelligence accelerator is an engine that supports online analytical processing. It performs aggregation in memory and in query runtime over large volumes of structured data. This paper first briefly describes the accelerator and its main architectural features, and cites test results that indicate its power. Then it describes in detail how the accelerator may be used for data mining. The accelerator can perform data mining in the same large repositories of data and using the same compact index structures that it uses for analytical processing. A first such implementation of data mining is described and the results of a performance evaluation are presented. Association rule mining in a distributed architecture was implemented with a variant of the BUC iceberg cubing algorithm. Test results suggest that useful online mining should be possible with wait times of less than 60 seconds on business data that has not been preprocessed.
机译:新的SAP NetWeaver商业智能加速器是支持在线分析处理的引擎。它在内存和查询运行时中对大量结构化数据执行聚合。本文首先简要描述了加速器及其主要架构特征,并列举了表明其功能的测试结果。然后,它详细描述了如何将加速器用于数据挖掘。加速器可以在相同的大型数据存储库中进行数据挖掘,并使用与分析处理相同的紧凑索引结构。描述了数据挖掘的第一个此类实现,并给出了性能评估的结果。分布式体系结构中的关联规则挖掘是通过BUC iceberg cubing算法的变体实现的。测试结果表明,对于未经预处理的业务数据,等待时间应少于60秒,才可以进行有用的在线挖掘。

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