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Toward Cost-Aware Semantic Caching in the Cloud

Authors :
d'Orazio, Laurent
Laurent, Dominique
Spyratos, Nicolas
Laboratoire d'Informatique, de Modélisation et d'optimisation des Systèmes (LIMOS)
SIGMA Clermont (SIGMA Clermont)-Université d'Auvergne - Clermont-Ferrand I (UdA)-Ecole Nationale Supérieure des Mines de St Etienne-Centre National de la Recherche Scientifique (CNRS)-Université Blaise Pascal - Clermont-Ferrand 2 (UBP)
Equipes Traitement de l'Information et Systèmes (ETIS - UMR 8051)
Ecole Nationale Supérieure de l'Electronique et de ses Applications (ENSEA)-Centre National de la Recherche Scientifique (CNRS)-CY Cergy Paris Université (CY)
Laboratoire de Recherche en Informatique (LRI)
Université Paris-Sud - Paris 11 (UP11)-CentraleSupélec-Centre National de la Recherche Scientifique (CNRS)
Université Blaise Pascal - Clermont-Ferrand 2 (UBP)-Université d'Auvergne - Clermont-Ferrand I (UdA)-SIGMA Clermont (SIGMA Clermont)-Ecole Nationale Supérieure des Mines de St Etienne (ENSM ST-ETIENNE)-Centre National de la Recherche Scientifique (CNRS)
Laurent, Dominique
Source :
Workshop on Information Search, Integration and Personalization (ISIP), Workshop on Information Search, Integration and Personalization (ISIP), 2012, Sapporo, Japan. 10 p
Publication Year :
2012
Publisher :
HAL CCSD, 2012.

Abstract

10 pages, à paraître; International audience; Cloud computing provides access to "infinite" storage and computing resources, offering promising perspectives for many applications (medicine, nuclear physics, meteorology, etc.). However, this new paradigm requires rethinking of database management principles in order to allow deployment on scalable and easy to access infrastructures, applying a pay-as-you-go model. This position paper introduces building blocks to provide cost-aware semantic caching. To this end, we first introduce cost models for data management in the cloud, then we present a semantic caching framework providing finely tuned caches for different data analysis systems. This semantic caching framework is then discussed in the context of our previous work on rewriting rules and cache management for OLAP queries. Finally, it discusses the problem of query evaluation in the cloud in presence of semantic caches as a multi-criteria optimization problem.

Details

Language :
English
Database :
OpenAIRE
Journal :
Workshop on Information Search, Integration and Personalization (ISIP), Workshop on Information Search, Integration and Personalization (ISIP), 2012, Sapporo, Japan. 10 p
Accession number :
edsair.dedup.wf.001..de4f230e61ee2c56c3b85e2b258b016f