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A Hybrid Model Driven Development Framework for the Multidimensional Modeling of Data Warehouses

机译:用于数据仓库多维建模的混合模型驱动开发框架

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摘要

Developing a multidimensional (MD) model of a data warehouse (DW) is a highly complex, prone to fail, and time consuming task, due to the fact that (ⅰ) the information needs of decision makers and the available operational data sources that will populate the DW must both be considered in a conceptual MD model, and (ⅱ) complex mappings must be performed to obtain an implementation of this conceptual MD model. However, no significant effort has been made to take these issues into account in a systematic, well structured and comprehensive development process. To overcome the lack of such a process, a framework based on the Model Driven Architecture (MDA) is proposed for the development of a hybrid MD model at the conceptual level and for the automatic derivation of its logical representation. Also, a running example is shown throughout this paper.
机译:由于以下事实,开发数据仓库(DW)的多维(MD)模型非常复杂,容易失败且耗时,这是由于以下事实:()决策者的信息需求和将要使用的可用操作数据源必须在概念性MD模型中同时考虑DW的填充,并且必须执行(ⅱ)复杂映射才能获得此概念性MD模型的实现。但是,在系统的,结构良好的和全面的开发过程中,没有做出很大的努力来考虑这些问题。为了克服这种过程的不足,提出了一种基于模型驱动体系结构(MDA)的框架,用于在概念级别开发混合MD模型并自动推导其逻辑表示。另外,本文还展示了一个运行示例。

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  • 来源
    《SIGMOD record》 |2009年第2期|12-17|共6页
  • 作者单位

    Lucentia Research Group Dept. of Software and Computing Systems University of Alicante, Spain;

    Lucentia Research Group Dept. of Software and Computing Systems University of Alicante, Spain;

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