Title:
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TOWARDS A MODEL-DRIVEN ENGINEERING APPROACH OF DATA MINING |
Author(s):
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Jesús Pardillo , Jose Norberto Mazón , Jose Zubcoff , Juan Trujillo |
ISBN:
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978-972-8924-63-8 |
Editors:
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Hans Weghorn and Ajith P. Abraham |
Year:
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2008 |
Edition:
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Single |
Keywords:
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data mining, data warehouse, model-driven engineering, multidimensional modelling, conceptual modelling |
Type:
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Short Paper |
First Page:
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144 |
Last Page:
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147 |
Language:
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English |
Cover:
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Full Contents:
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click to dowload
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Paper Abstract:
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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. |
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