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A Systematic Approach to Choose the Data Warehouse Architecture

机译:选择数据仓库架构的系统方法

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In the design phase of a data warehouse, an appropriate architecture must be selected. To this aim, the engineer assesses various alternatives, depending on the requirements of the specific context. Usually, he chooses it heuristically, based on his experience. However, it must be considered that there are many parameters to be taken into consideration. In this regard, many security problems are due to poor design, as well as the performance may not be appropriate to the reference context, or the expected costs and implementation times could be exceeded. A method of choosing the architecture based on heuristics does not always require a prior and systematic evaluation of all the parameters that distinguish the different architectures and, therefore, the system is easily exposed to various problems, the first of which is the system security. Instead, all these parameters should always be considered in a systematic way, without excluding anyone, to define the importance they have in the reference context. In this paper, we propose a systematic approach to support the students and engineers during the choice of the data warehouse architecture, taking into account the needs of the specific context in which the data warehouse will be used. This approach requires a prior detection of the importance of the parameters characterizing the different architectures in the reference context. Then, a global value is defined for each architecture, which allows to compare them. Furthermore, we present an empirical evaluation of the effectiveness of the proposed approach.
机译:在数据仓库的设计阶段,必须选择适当的架构。为此目的,工程师根据具体上下文的要求评估各种替代方案。通常,他根据他的经验选择它。但是,必须认为有许多参数被考虑。在这方面,许多安全问题是由于设计不佳,并且性能可能不适合参考上下文,或者可以超出预期成本和实现时间。选择基于启发式的架构的方法并不总是需要对区分不同架构的所有参数的先前和系统评估,因此,系统容易暴露于各种问题,这是系统安全性。相反,所有这些参数都应始终以系统的方式考虑,而不排除任何人,以定义他们在参考上下文中的重要性。在本文中,我们提出了一种系统的方法来支持学生和工程师在选择数据仓库架构期间,考虑到将使用数据仓库的具体上下文的需求。该方法需要先前检测参考参考上下文中表征不同架构的参数的重要性。然后,为每个架构定义全局值,该架构允许将它们进行比较。此外,我们提出了对拟议方法的有效性的实证评价。

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