Focusing on the emerging big data analytics scenario, this paper introduces ClassCube, an innovative methodology that combines OLAP analysis and classification algorithms for improving effectiveness, expressive power and accuracy of the main classification task over big datasets shaped in the form of big OLAP data cubes. The key idea of ClassCube relies on dimensionality reduction tools, which are deeply investigated in this paper.
Towards Big OLAP Data Cube Classification Methodologies: The ClassCube Framework
Cuzzocrea, Alfredo
;Hajian, Mojtaba
2025-01-01
Abstract
Focusing on the emerging big data analytics scenario, this paper introduces ClassCube, an innovative methodology that combines OLAP analysis and classification algorithms for improving effectiveness, expressive power and accuracy of the main classification task over big datasets shaped in the form of big OLAP data cubes. The key idea of ClassCube relies on dimensionality reduction tools, which are deeply investigated in this paper.File in questo prodotto:
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