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A UML-based data warehouse design method

机译:基于UML的数据仓库设计方法

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Data warehouses are a major component of data-driven decision support systems (DSS). They rely on multidimensional models. The latter provide decision makers with a business-oriented view to data, thereby easing data navigation and analysis via On-Line Analytical Processing (OLAP) tools. They also determine how the data are stored in the data warehouse for subsequent use, not only by OLAP tools, but also by other decision support tools. Data warehouse design is a complex task, which requires a systematic method. Few such methods have been proposed to date. This paper presents a UML-based data warehouse design method that spans the three design phases (conceptual, logical and physical). Our method comprises a set of metamodels used at each phase, as well as a set of transformations that can be semi-automated. Following our object orientation, we represent all the metamodels using UML, and illustrate the formal specification of the transformations based on OMG's Object Constraint Language (OCL). Throughout the paper, we illustrate the application of our method to a case study.
机译:数据仓库是数据驱动的决策支持系统(DSS)的主要组成部分。他们依赖多维模型。后者为决策者提供了面向业务的数据视图,从而通过在线分析处理(OLAP)工具简化了数据导航和分析。他们还确定了如何将数据存储在数据仓库中以供后续使用,不仅可以通过OLAP工具获得,还可以由其他决策支持工具确定。数据仓库设计是一项复杂的任务,需要系统的方法。迄今为止,很少有人提出这样的方法。本文提出了一种基于UML的数据仓库设计方法,该方法跨越了三个设计阶段(概念,逻辑和物理)。我们的方法包括在每个阶段使用的一组元模型,以及可以半自动化的一组转换。按照面向对象的方式,我们使用UML表示所有元模型,并说明基于OMG的对象约束语言(OCL)的转换的正式规范。在整个论文中,我们说明了我们的方法在案例研究中的应用。

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