Designing Cloud Data Warehouses using Multiobjective Evolutionary Algorithms

Tansel Dökeroğlu, S. Alper Sert, M. Serkan Çinar, A. Coşar

2014

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.

Paper Citation

in Harvard Style

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

in Bibtex Style

@conference{icaart14,
author={Tansel Dökeroğlu and S. Alper Sert and M. Serkan Çinar 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},
}

in EndNote Style

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