期刊文献+

数据仓库物化视图选择的混合算法 被引量:2

A Hybrid Algorithm of Data Warehouse Materialized Views Selection
下载PDF
导出
摘要 物化视图是提高数据仓库的查询响应能力以高效支持决策分析的重要手段,但物化视图集选选择是一个复杂问题。结合启发式算法的快速收敛能力和遗传算法的全局优化能力的两层物化视图求解方案提供了物化视图选择问题求解的可行途径。 Selecting a set of views to materialize is an important way to improving query performance for the purpose of efficiently supporting decision making and data analyzing. For the constraints of available storage space of data warehouse,views maintenance costs and views queryanswer power,selection of views to materialize is a complex problem. With heuristic algorithms property of converging quickly and genetic algorithms property of global optimal solutions search,a hybrid algorithm with an heuristic algorithm used for generating global query processing plans at high level and a genetic algorithm used for materialized views selection on a given global processing plan at lower level was proposed and proven to be a good way for materialized views selection.
出处 《计算机应用》 CSCD 北大核心 2003年第7期92-94,97,共4页 journal of Computer Applications
关键词 数据仓库 物化视图选择 遗传算法 启发式算法 data warehouse materialized views selection genetic algorithms heuristic algorithm
  • 相关文献

参考文献5

  • 1Gupta A, Mumick IS. Maintenance of materialized views: Problems, technics and applications[ J]. Data Engineering, 1995, 18(2) : 3 - 18. 被引量:1
  • 2Zhang C, Yao X, Yang J. An Evolutionary Approach to Materlized Views Selection in a Data Warehouse Environment[ J]. IEEE Transaction on Systems, Man and Cybernetics, Part C, 2001, 31(3). 被引量:1
  • 3Gupta H, Mumick IS. Selection of Views to Materialize under a Maintenance Cost Constraint[ A].Proceedings of International Conference on Database Theory(ICDT) [ C], 1999. 453 -470. 被引量:1
  • 4Gupta H, Harinarayan V, Rajaraman A, et al. Index Selection for OLAP[ A]. Proceedings of ICDE[C], 1997. 208-219. 被引量:1
  • 5Yang J, Karlapalen K, Li Q. Algorithms for Materalized View Design in Data Warehousing Environment[ A]. Proceedings of the 23rd International Conference on Very Large Data Base[ C], 1997.136 - 145. 被引量:1

同被引文献24

  • 1徐海涛,郑宁.数据仓库中物化视图选择的一种混合算法[J].计算机工程与设计,2005,26(10):2752-2755. 被引量:5
  • 2林小静,薛永生.数据仓库中物化视图选择策略[J].计算机工程与设计,2007,28(13):3056-3059. 被引量:5
  • 3Inmon WH. Building the data warehouse. 4th ed. New York: Wiley, 2005. 被引量:1
  • 4Choi CH, Yu JX, Lu HL Dynamic materialized view mana- gement based on Predicates. In: Zhou XF, Zhang YC, Orlowskal ME, eds. Proe. of the 5th Asia-Pacific Web Conf. on Web Technologies and Applications (APWeb 2003). Xi'an: Springer-Verlag, 2003:583-594. 被引量:1
  • 5Harinarayan V, Rajaraman A, Ullman JD. Implementing data cubes efficiency. Proc. of ACM SIGMOD Int'l Conf on Manag- ement of Data. New York: ACM Press, 1996:205-227. 被引量:1
  • 6Shukla A, Deshpande P, Naughton JF. Materialized view selection for multidimensional datasets. Proe. of VLDB, 1998:488-499. 被引量:1
  • 7Zhang C, Yang J. Genetic algorithm for materialized viewsel- ection in data warehouse environments. In: Mohania MK, Tjoa AM, eds. Proc. of the 8th Int'l Conf. on Data Warehousing and Knowledge Discovery (DawaK'99). Florence: Springer-Vedag, 1999:116-125. 被引量:1
  • 8Lee M, Hammer J. Speeding up materialized view select-ion in data warehouses using a randomized algorithm. Int'l Journal of Coeive Information Systems, 2001,10(3):327-353. 被引量:1
  • 9Derakhshan R, Dehne F, Korm O, Stantic B. Simulated annealing for materialized view selection in data ware- house environments. In: Hamza MH, eds. Proc. of the 24th IASTED Int'! Conf. on Database and Applications. Innsbruck: IASTED/ACTA Press, 2006:8-94. 被引量:1
  • 10Yang J, Karlapalem K, Li Q. Algorithm for materialized view design in data warehousing environment. In: Jarke M, Carey MJ, Dittrich KR, eds. Proc. of the 23rd lnt'l Conf. on Very Large Data Bases (VLDB'97). Athens: Morgan Kaufmann Publishers, 1997:136-145. 被引量:1

引证文献2

二级引证文献5

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部