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State-space optimization of ETL workflows

Authors :
Simitsis, Alkis
Vassiliadis, Panos
Sellis, Timos
Source :
IEEE Transactions on Knowledge and Data Engineering. Oct, 2005, Vol. 17 Issue 10, p1404, 16 p.
Publication Year :
2005

Abstract

Extraction-Transformation-Loading (ETL) tools are pieces of software responsible for the extraction of data from several sources, their cleansing, customization, and insertion into a data warehouse. In this paper, we delve into the logical optimization of ETL processes, modeling it as a state-space search problem. We consider each ETL workflow as a state and fabricate the state space through a set of correct state transitions. Moreover, we provide an exhaustive and two heuristic algorithms toward the minimization of the execution cost of an ETL workflow. The heuristic algorithm with greedy characteristics significantly outperforms the other two algorithms for a large set of experimental cases. Index Terms--Database management, database integration, data warehouse and repository, workflow management, heterogeneous databases.

Details

Language :
English
ISSN :
10414347
Volume :
17
Issue :
10
Database :
Gale General OneFile
Journal :
IEEE Transactions on Knowledge and Data Engineering
Publication Type :
Academic Journal
Accession number :
edsgcl.136122684