Impact of Storage Technology on the Efficiency of Cluster-Based High-Dimensional Index Creation

Gylfi Thór Gudmundsson 1 Laurent Amsaleg 1, * Björn Þór Jónsson 2
* Corresponding author
1 TEXMEX - Multimedia content-based indexing
IRISA - Institut de Recherche en Informatique et Systèmes Aléatoires, Inria Rennes – Bretagne Atlantique
Abstract : The scale of multimedia data collections is expanding at a very fast rate. In order to cope with this growth, the high-dimensional indexing methods used for content-based multimedia retrieval must adapt gracefully to secondary storage. Recent progress in storage technology, however, means that algorithm designers must now cope with a spectrum of secondary storage solutions, ranging from traditional magnetic hard drives to state-of-the-art solid state disks. We study the impact of storage technology on a simple, prototypical high-dimensional indexing method for large scale query processing. We show that while the algorithm implementation deeply impacts the performance of the indexing method, the choice of underlying storage technology is equally important.
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Conference papers
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https://hal.inria.fr/hal-00844873
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Submitted on : Tuesday, July 16, 2013 - 10:23:25 AM
Last modification on : Friday, August 23, 2019 - 3:08:02 PM

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Gylfi Thór Gudmundsson, Laurent Amsaleg, Björn Þór Jónsson. Impact of Storage Technology on the Efficiency of Cluster-Based High-Dimensional Index Creation. DASFAA - 17th International Conference on Database Systems for Advanced Applications, Apr 2012, Busan, South Korea. pp.53-64, ⟨10.1007/978-3-642-29023-7_6⟩. ⟨hal-00844873⟩

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