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基于聚类的动态物化视图选择研究 被引量:2

Research of clustering-based dynamic materialized view selection
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摘要 物化视图选择方法大多是静态的,违背了联机分析处理和决策支持系统的动态本质。现有的动态算法也不能实现完全的动态化,为此提出了一种数据仓库中基于聚类的动态物化视图选择算法CBD-MVS(clustering-based dynamic materialized view selection),该算法采用层次聚类技术对用户查询语句进行聚类,提出视图合并算法建立候选物化视图,利用BPUS(benefitper unit space)算法生成最终应该被物化的视图。实验结果表明该算法是有效可行的,由于采用聚类技术,实现了完全的动态化。 The materialized views selection approaches are static mostly, which greatly disobey dynamic nature of OLAP and DSS. The current dynamic materialized views selection approaches can not achieve dynamic completely. So an clustering-based dynamic algorithm for materialized view selection in data warehouse that exploits hierarchical clustering technique (CBD-MVS) is proposed, in order to determine clusters of similar queries. A view merging algorithm that builds a set of candidate views, as well as BPUS for selecting a set of views to materialize are proposed. Experimental results demonstrate its efficiency and viability. Dynamic realize completely because of exploiting clustering technique.
出处 《计算机工程与设计》 CSCD 北大核心 2009年第15期3638-3640,3644,共4页 Computer Engineering and Design
基金 国家自然科学基金项目(60572112) 江苏省高技术基金项目(BG2007028) 江苏省六大人才高峰基金项目(07-E-025) 江苏省教育厅基金项目(06KJB120051)
关键词 数据仓库 物化视图选择 动态 聚类 视图合并 data warehouse materialized view selection dynamic clustering view merge
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  • 1刘勇 康立山等著.非数值并行算法-遗传算法[M].科学出版社,1998.. 被引量:16
  • 2Agrawal, R., Gupta, A., Sarawagi, S. Modeling multidimensional databases. In: Gray, A., Larson, Per-?ke, eds. ICDE'97, Proceedings of the 13th International Conference on Data Engineering. Birmingham, U.K.: IEEE Computer SocietyPress, 1997. 232~243. 被引量:1
  • 3Harinarayan, V., Rajaraman, A., Ullman, J.D. Implementing data cubesefficiently. In: Jagadish, H.V., Mumick, I.S., eds. SIGMOD'96, Proceedings of the 1996 ACM SIGMOD International Conference on Management of Data. Montreal: ACMPress 1996. 205~216. 被引量:1
  • 4Shukla, A., Deshpande, P., Naughton, J.F., et al. Storage estimationfor multi-dimensional aggregates in the presence of hierarchies. In: Vijayaraman, T.M., Buchmann, A.P., Mohan, C., eds. VLDB'96, Proceedings of the 22nd International Conference on Very Large Data Bases. Bombay: Morgan Kaufmann Publishers,Inc., 1996. 522~531. 被引量:1
  • 5Qi, Wen-wen, Xu, Bin, Tan, Hong-xing. Selecting materialized views within data cubes. Journal of He'nan University (Natural Science edition), 2001,31(1):20~25 (in Chinese). 被引量:1
  • 6Deshpande, P.M., Ramasamy, K., Shukla, A., et al. Caching multidimensional queries using chunks. In: Haas, L.M., Tiwary, A., eds. SIGMOD'98, Proceedings of the ACM SIGMOD International Conference on Management of Data. Seattle: ACM Press, 1998. 259~270. 被引量:1
  • 7Gupta, H., Harinarayan, V., Rajaraman, A., et al. Index Selection for OLAP. In: Gray, A., Larson, Per-?ke, eds. ICDE'97, Proceedings of the 13th International Conference on Data Engineering. Birmingham, U.K.: IEEE Computer Society Press, 1997. 208~219. 被引量:1
  • 8Shukla, A., Deshpande, P., Naughton, J.F. Materialized view selection for multidimensional datasets. In: Gupta, A., Shmueli, O., Widom, J., eds. VLDB'98, Proceedings of the 24th International Conference on Very Large Data Bases. New York: Morgan Kaufmann Publishers, Inc., 1998. 488~499. 被引量:1
  • 9Baralis, E., Paraboschi, S., Teniente, E. Materialized view selection in amultidimensional database. In: Jarke, M., Carey, M.J., Dittrich, K.R., et al., eds. VLDB'97, Proceedings of the 23rd International Conference on Very Large Data Bases. Athens: Morgan Kaufmann Publishers, Inc., 1997. 156~165. 被引量:1
  • 10祁文文,徐彬,谭红星.数据方体中实视图的选择[J].河南大学学报(自然科学版),2001,31(1):20-24. 被引量:3

共引文献35

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  • 1周丽娟,柳池,刘大昕.在数据仓库中使用实视图优化查询[J].计算机工程与应用,2004,40(16):181-183. 被引量:2
  • 2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
  • 3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
  • 4Inmon WH. Building the data warehouse. 4th ed. New York: Wiley, 2005. 被引量:1
  • 5Choi 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
  • 6Harinarayan 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
  • 7Shukla A, Deshpande P, Naughton JF. Materialized view selection for multidimensional datasets. Proe. of VLDB, 1998:488-499. 被引量:1
  • 8Zhang 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
  • 9Lee 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
  • 10Derakhshan 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

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