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Differentiated Multiple Aggregations in Multidimensional Databases
- Source :
- Transactions on Large-Scale Data-and Knowledge-Centered Systems, Transactions on Large-Scale Data-and Knowledge-Centered Systems, Springer Berlin / Heidelberg, 2015, vol. 21, pp. 20-47, HAL
- Publication Year :
- 2015
- Publisher :
- HAL CCSD, 2015.
-
Abstract
- International audience; Many models have been proposed for modeling multidimensional data warehouse and most consider a same function to determine how measure values are aggregated according to different data detail levels. We provide a conceptual model that supports (1) multiple aggregations, associating to the same measure a different aggregation function according to analysis axes or hierarchies, and (2) differentiated aggregation, allowing specific aggregations at each detail level. Our model is based on a graphical formalism that allows controlling the validity of aggregation functions (distributive, algebraic or holistic). We also show how conceptual modeling can be used, in an R-OLAP environment, for building lattices of pre-computed aggregates.
- Subjects :
- Aggregate lattice
Théorie de l'information
Data warehouse
[INFO.INFO-IT]Computer Science [cs]/Information Theory [cs.IT]
[INFO.INFO-IR]Computer Science [cs]/Information Retrieval [cs.IR]
Recherche d'information
Conceptual modeling
H- INFORMATIQUE
Multiple aggregations
Aggregation functions
Subjects
Details
- Language :
- English
- ISSN :
- 18691994
- Database :
- OpenAIRE
- Journal :
- Transactions on Large-Scale Data-and Knowledge-Centered Systems, Transactions on Large-Scale Data-and Knowledge-Centered Systems, Springer Berlin / Heidelberg, 2015, vol. 21, pp. 20-47, HAL
- Accession number :
- edsair.dedup.wf.001..164461b9c2c3c8cbfd41338c3555e264