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2008

Towards A Model-Driven Engineering Approach of Data Mining

8 years 11 months ago
Towards A Model-Driven Engineering Approach of Data Mining
Nowadays, data mining is based on low-level speci cations of the employed techniques typically bounded to a speci c analysis platform. Therefore, data mining lacks a modelling architecture that allows analysts to consider it as a truly software-engineering process. Here, we propose a model-driven approach based on (i) a conceptual modelling framework for data mining, and (ii) a set of model transformations to automatically generate both the data under analysis (via datawarehousing technology) and the analysis models for data mining (tailored to a speci c platform). Thus, analysts can concentrate on the analysis problem via conceptual data-mining models instead of low-level programming tasks related to the underlying-platform technical details. These tasks are now entrusted to the model-transformations scaffolding. KEYWORDS data mining, data warehouse, model-driven engineering, multidimensional modelling, conceptual modelling
Jesús Pardillo, José Jacobo Zubcoff,
Added 29 Oct 2010
Updated 29 Oct 2010
Type Conference
Year 2008
Where IADIS
Authors Jesús Pardillo, José Jacobo Zubcoff, Jose-Norberto Mazón, Juan Trujillo
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