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Use of grammars and machine learning in ETL systems that control load balancing process

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

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

3 Citations (Scopus)

Abstract

The following paper introduces the performance evaluation of effective components in queries analysis and classification modules, as a part of the ETL management system. The main research focuses on usage of context-free grammars while analyzing queries arriving to the system. Also in the paper we present use of several methods of machine learning in a query processing time prediction. In previous research classifiers like Ridor were used, while query analysis was based on regular expression. Obtained results were quite encouraging and led to solutions presented in the paper.

Original languageEnglish
Title of host publicationProceedings - 2013 IEEE International Conference on High Performance Computing and Communications, HPCC 2013 and 2013 IEEE International Conference on Embedded and Ubiquitous Computing, EUC 2013
PublisherIEEE Computer Society
Pages1709-1714
Number of pages6
ISBN (Print)9780769550886
DOIs
Publication statusPublished - 2014
Event15th IEEE International Conference on High Performance Computing and Communications, HPCC 2013 and 11th IEEE/IFIP International Conference on Embedded and Ubiquitous Computing, EUC 2013 - Zhangjiajie, Hunan, China
Duration: 13 Nov 201315 Nov 2013

Publication series

NameProceedings - 2013 IEEE International Conference on High Performance Computing and Communications, HPCC 2013 and 2013 IEEE International Conference on Embedded and Ubiquitous Computing, EUC 2013

Conference

Conference15th IEEE International Conference on High Performance Computing and Communications, HPCC 2013 and 11th IEEE/IFIP International Conference on Embedded and Ubiquitous Computing, EUC 2013
Country/TerritoryChina
CityZhangjiajie, Hunan
Period13/11/1315/11/13

Keywords

  • Lemat system
  • load balancing
  • performance evaluation
  • query processing
  • query processing prediction

ASJC Scopus subject areas

  • Software

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