Contraintes pour mod\`ele et langage multidimensionnels
Faiza Ghozzi (IRIT), Franck Ravat (IRIT), Olivier Teste (IRIT), Gilles, Zurfluh (IRIT)

TL;DR
This paper introduces a constraint-based model for multidimensional databases that ensures data consistency through semantic constraints and extends multidimensional operators accordingly.
Contribution
It defines a new multidimensional data model with semantic constraints and explores their impact on data manipulation operations.
Findings
Defined five semantic constraints for data consistency
Extended multidimensional operators to incorporate constraints
Analyzed effects of constraints on data manipulation
Abstract
This paper defines a constraint-based model dedicated to multidimensional databases. The model we define represents data through a constellation of facts (subjects of analyse) associated to dimensions (axis of analyse), which are possibly shared. Each dimension is organised according to several hierarchies (views of analyse) integrating several levels of data granularity. In order to insure data consistency, we introduce 5 semantic constraints (exclusion, inclusion, partition, simultaneity, totality) which can be intra-dimension or inter-dimensions; the intra-dimension constraints allow the expression of constraints between hierarchies within a same dimension whereas the inter-dimensions constraints focus on hierarchies of distinct dimensions. We also study repercussions of these constraints on multidimensional manipulations and we provide extensions of the multidimensional operators.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsConstraint Satisfaction and Optimization · Natural Language Processing Techniques · Advanced Database Systems and Queries
