Integrating the development of data mining and data warehouses via model-driven engineering
Contribuinte(s) |
Universidad de Alicante. Departamento de Lenguajes y Sistemas Informáticos Universidad de Alicante. Departamento de Ciencias del Mar y Biología Aplicada Lucentia |
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Data(s) |
08/03/2012
08/03/2012
2008
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Resumo |
Data mining is one of the most important analysis techniques to automatically extract knowledge from large amount of data. Nowadays, data mining is based on low-level specifications of the employed techniques typically bounded to a specific analysis platform. Therefore, data mining lacks a modelling architecture that allows analysts to consider it as a truly software-engineering process. Bearing in mind this situation, we propose a model-driven approach which is 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 (that is deployed via data-warehousing technology) and the analysis models for data mining (tailored to a specific platform). Thus, analysts can concentrate on understanding the analysis problem via conceptual data-mining models instead of wasting efforts on low-level programming tasks related to the underlying-platform technical details. These time consuming tasks are now entrusted to the model-transformations scaffolding. The feasibility of our approach is shown by means of a hypothetical data-mining scenario where a time series analysis is required. This work has been supported by the ESPIA (TIN2007-67078) project from the Spanish Ministry of Education and Science, and by the QUASIMODO (PAC08-0157-0668) project from the Castilla-La Mancha Ministry of Education and Science (Spain). Jesús Pardillo and Jose-Norberto Mazón are funded by the Spanish Ministry of Education and Science under FPU grants AP2006-00332 and AP2005-1360, respectively. |
Identificador |
ZUBCOFF, José, et al. "Integrating the development of data mining and data warehouses via model-driven engineering". Actas de los Talleres de las Jornadas de Ingeniería del Software y Bases de Datos. Vol. 2, No. 1 (2008). ISSN 1988-3455, pp. 75-86 1988-3455 |
Idioma(s) |
eng |
Publicador |
Sociedad de Ingeniería del Software y Tecnologías de Desarrollo del Software (SISTEDES) |
Relação |
http://www.sistedes.es/conferencias-y-jornadas/jisbd/ |
Direitos |
info:eu-repo/semantics/openAccess |
Palavras-Chave | #Data mining #Data warehouse #Model-driven engineering #Model transformation #Multidimensional modelling #Conceptual modelling #Lenguajes y Sistemas Informáticos |
Tipo |
info:eu-repo/semantics/article |