Article ID Journal Published Year Pages File Type
6858575 Information Systems 2018 31 Pages PDF
Abstract
To address this issue, this paper proposes (1) an extension of the traditional multidimensional model by taking into account the explicit representation of the semantics for measure formulas, and, on the top of this model, (2) a novel query reformulation approach for a scenario of federated data warehouses. The approach exploits both aggregation and, unlike traditional approaches, measure decomposition through the calculation of measure formulas. This extends usual features of query rewriting based on views, allowing to overcome heterogeneities at measure level among data mart schemas and enabling meaningful comparisons among values of different autonomous data marts. A formalization of the rewriting algorithm is proposed, together with a computational analysis, proofs of correctness and termination, and an evaluation of effectiveness that shows how the approach can lead to a significant increase in the capability of integrating indicators to answer queries in a federated scenario.
Related Topics
Physical Sciences and Engineering Computer Science Artificial Intelligence
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