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Optimization of operator partitions in stream data warehouse

  • Wrocław University of Science and Technology
  • Silesian University of Technology

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

8 Citations (Scopus)

Abstract

Memory and time optimization is a key task of Stream Data Warehouses (SDWs). StrETL processes in those systems are similar to queries in Data Stream Management Systems (DSMSs). This fact allows us to migrate some methods from DSMS to SDW. We have observed that schedulers and algorithms introduced to create operator partitions are analyzed separately either in StrETL processes or in stream queries. The fact is, those two mechanisms affect each other and it is justified to study potential benefits of combining them together. In the paper we introduce a solution which cooperates with a scheduler in order to create more efficient operator partitions. Another noteworthy issue is that this algorithm is able to optimize a wider range of operator topologies. Finally, experimental evaluation show that our solution allows achieving a smaller memory consumption or a shorter response time in comparison with the competing strategies.

Original languageEnglish
Title of host publicationCIKM 2011 Glasgow
Subtitle of host publicationDOLAP'11 - Proceedings of the ACM International Workshop on Data Warehousing and OLAP
Pages61-65
Number of pages5
DOIs
Publication statusPublished - 2011
Event14th ACM International Workshop on Data Warehousing and Online Analytical Processing, DOLAP'11 - Glasgow, United Kingdom
Duration: 28 Oct 201128 Oct 2011

Publication series

NameInternational Conference on Information and Knowledge Management, Proceedings

Conference

Conference14th ACM International Workshop on Data Warehousing and Online Analytical Processing, DOLAP'11
Country/TerritoryUnited Kingdom
CityGlasgow
Period28/10/1128/10/11

Keywords

  • operator partitions
  • scheduler

ASJC Scopus subject areas

  • General Decision Sciences
  • General Business,Management and Accounting

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