Abstract
DataWarehouse applications use a large number of materialized views to assist a Data Warehouse to perform well. But how to select views to be materialized is challenging. Several heuristic algorithms have been proposed in the past to tackle with this problem. In this paper, we propose a completely different approach, Genetic Algorithm, to choose materialized views and demonstrate that it is practical and effective compared with heuristic approaches.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Elen Baralis, Stefano Paraboschi, and Ernest Teniente. Materialized view selection in a multidimensional database. Proceedings of the 23rd VLDB Conference, Athens, Greece, pages 156–165, 1997.
D.E. Goldberg. Genetic algorithms in search, optimization and machine learning. Addison Wesley, Reading(MA), 1989.
Himanshu Gupta. Selection of views to materialize in a data warehouse. Proceedings of the International Conference on Data Engineering, Burmingham, U.K., pages 98–112, April, 1997.
Himanshu Gupta and Inderpal Singh Mumick. Selection of views to materialize under a maintenance cost constraint. Proceedings of the International Conference on Data Engineering, 1998.
Venky Harinarayan, Anand Rajaraman, and Jeffrey D. Ullman. Implementing data cubes efficiently. ACM SIGMOD International Conference on Management of Data, pages 205–227, 1996.
Wilburt Juan Labio, Dallan Quass, and Brad Adelberg. Physical database design for data warehouses. Proceedings of the International Conference on Data Engineering, pages 277–288, 1997.
K.A. Ross, Divesh Srivastava, and S. Sudarshan. Materialized view maintenance and integrity constraint checking: Trading space for time. Proceedings of the ACM SIGMOD, pages 447–458, 1996.
Michael Steinbrunn, Guido Moerkotte, and Alfons Kemper. Heuristic and randomized optimization for the join ordering problem. VLDB, 6(3):191–208, 1997.
Dimitri Theodoratos and Timos Sellis. Data warehouse configuration. Proceedings of the 23rd VLDB Conference Athens, Greece, 1997, pages 126–135, 1997.
Jian Yang, Kamalakar Karlapalem, and Qing Li. Algorithm for materialized view design in data warehousing environment. VLDB’97, pages 20–40, 1997.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 1999 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Zhang, C., Yang, J. (1999). Genetic Algorithm for Materialized View Selection in Data Warehouse Environments. In: Mohania, M., Tjoa, A.M. (eds) DataWarehousing and Knowledge Discovery. DaWaK 1999. Lecture Notes in Computer Science, vol 1676. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-48298-9_12
Download citation
DOI: https://doi.org/10.1007/3-540-48298-9_12
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-66458-1
Online ISBN: 978-3-540-48298-7
eBook Packages: Springer Book Archive