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A Case Study on Model-Driven Data Warehouse Development

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Data Warehousing and Knowledge Discovery (DaWaK 2012)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 7448))

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Abstract

The development of data warehouses (DW) is still complex and costly. In recent years, a growing number of contributions suggested the application of Model-Driven Architecture (MDA) to DW development. However, most of these approaches are not evaluated in practice. Therefore, we conducted an evaluation of the Multidimensional Model-Driven Architecture (MD²A), based on a case study derived from a real-world DW project. The case study results can be summarized as follows: The suggested full-automatic transformation of conceptual schemas is not feasible under all circumstances. Necessary performance optimizations in the logical level cannot be derived from the conceptual. Additionally, we can conclude that the integration of evolution concepts into an MDA approach for DWs is desirable for two reasons: First, when conceptual schemas are changed and transformed into the logical level, previously made manual optimizations have to be conserved. Second, transformations from the logical level to code have to consider the protection of historicized data.

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Benker, T., Jürck, C. (2012). A Case Study on Model-Driven Data Warehouse Development. In: Cuzzocrea, A., Dayal, U. (eds) Data Warehousing and Knowledge Discovery. DaWaK 2012. Lecture Notes in Computer Science, vol 7448. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-32584-7_5

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  • DOI: https://doi.org/10.1007/978-3-642-32584-7_5

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-32583-0

  • Online ISBN: 978-3-642-32584-7

  • eBook Packages: Computer ScienceComputer Science (R0)

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