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Dynamic Evolution and Improvement of Data Warehouse Design

机译:数据仓库设计的动态演化与改进

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Frequently changing business requirements result not only in changes to the data warehouse (DW) workload but also in changes to the schema structure. These schema changes introduce new DW versions and so the problem of optimization of all of its versions becomes a very challenging one.In this paper we present a new approach for dynamically evolving the design of the implementation schema spanning across its multiple versions. A new derivation procedure for self improvement of the design and the performance of the model is applied in several steps. We also define a system for optimization of the design of the multiversion DW schema and its particular instances and include other factors relevant for optimization of the system i.e. view selection, vertical view fragmentation and index selection. The self improvement of the multiversion schema design is shown by performing large set of experiments.
机译:经常更改业务需求不仅会在数据仓库(DW)工作负载的变化中,还导致模式结构的更改。这些模式更改引入了新的DW版本,因此所有版本的优化问题都是非常具有挑战性的。本文我们提出了一种新方法,用于动态地发展跨其多个版本的实现模式的设计。用于自我提高设计的新推导过程和模型的性能在几个步骤中应用。我们还定义了一个系统,用于优化多数DW模式的设计及其特定的实例,并包括与系统优化相关的其他因素,即查看选择,垂直视图碎片和索引选择。通过执行大量实验,显示了多分离模式设计的自我改进。

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