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Subject: Data Warehouse, Horizontal Partitioning, Predicate Abstraction


Year: 2010


Type: Proceedings



Title: Horizontal partitioning by predicate abstraction and its application to data warehouse design


Author: Dimovski, Aleksandar
Author: Velinov, Goran
Author: Sahpaski, Dragan



Abstract: We propose a new method for horizontal partitioning of relations based on predicate abstraction by using a finite set of arbitrary predicates defined over the whole domains of relations. The method is formal and compositional: arbitrary fragments of relations can be partitioned with arbitrary number of predicates. We apply this partitioning to address the problem of finding suitable design for a relational data warehouse modeled using star schemas such that the performance of a given workload is optimized. We use a genetic algorithm to generate an appropriate solution for this optimization problem. The experimental results confirm effectiveness of our approach.


Publisher: Springer, Berlin, Heidelberg


Relation: East European Conference on Advances in Databases and Information Systems



Identifier: oai:repository.ukim.mk:20.500.12188/23292
Identifier: http://hdl.handle.net/20.500.12188/23292



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Horizontal partitioning by predicate abstraction and its application to data warehouse design201025