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Authors: Tansel Dökeroğlu 1 ; S. Alper Sert 1 ; M. Serkan Çinar 2 and A. Coşar 1

Affiliations: 1 Middle East Technical University, Turkey ; 2 Hacettepe University, Turkey

ISBN: 978-989-758-015-4

Keyword(s): Cloud, Multiobjective Data Warehouse Design, Virtualization, Elasticity.

Related Ontology Subjects/Areas/Topics: Agents ; Artificial Intelligence ; Artificial Intelligence and Decision Support Systems ; Cloud Computing ; Computational Intelligence ; Data Engineering ; Databases and Data Security ; Enterprise Information Systems ; Evolutionary Computing ; Informatics in Control, Automation and Robotics ; Intelligent Control Systems and Optimization ; Soft Computing

Abstract: DataBase as a Service (DBaaS) providers need to improve their existing capabilities in data management and balance the efficient usage of virtual resources to multi-users with varying needs. However, there is still no existing method that concerns both with the optimization of the total ownership price and the performance of the queries of a Cloud data warehouse by taking into account the alternative virtual resource allocation and query execution plans. Our proposed method tunes the virtual resources of a Cloud to a data warehouse system, whereas most of the previous studies used to tune the database/queries to a given static resource setting. We solve this important problem with an exact Branch and Bound algorithm and a robust Multiobjective Genetic Algorithm. Finally, through several experiments we conclude remarkable findings of the algorithms we propose.

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Paper citation in several formats:
Dökeroğlu, T.; Alper Sert, S.; Serkan Çinar, M. and Coşar, A. (2014). Designing Cloud Data Warehouses using Multiobjective Evolutionary Algorithms.In Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART, ISBN 978-989-758-015-4, pages 571-576. DOI: 10.5220/0004906805710576

@conference{icaart14,
author={Tansel Dökeroğlu. and S. Alper Sert. and M. Serkan \c{C}inar. and A. Coşar.},
title={Designing Cloud Data Warehouses using Multiobjective Evolutionary Algorithms},
booktitle={Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART,},
year={2014},
pages={571-576},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004906805710576},
isbn={978-989-758-015-4},
}

TY - CONF

JO - Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART,
TI - Designing Cloud Data Warehouses using Multiobjective Evolutionary Algorithms
SN - 978-989-758-015-4
AU - Dökeroğlu, T.
AU - Alper Sert, S.
AU - Serkan Çinar, M.
AU - Coşar, A.
PY - 2014
SP - 571
EP - 576
DO - 10.5220/0004906805710576

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