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10.1145/1995412.1995438acmotherconferencesArticle/Chapter ViewAbstractPublication PagessisapConference Proceedingsconference-collections
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Parameterized earth mover's distance for efficient metric space indexing

Published: 30 June 2011 Publication History

Abstract

The Earth Mover's Distance is a well-known distance measure employed in various domains, especially for content-based retrieval in multimedia databases. However, the distance evaluation is a considerably expensive task and thus for large multimedia databases, efficient query processing becomes a challenging problem. In this paper, we introduce a parameterized version of the Earth Mover's Distance that can be used by database experts to change the distance distribution in the derived distance space in order to improve the indexability. We empirically show, that we can significantly improve the indexability of the distance space and that we can tune the retrieval quality by adapting the parameterized Earth Mover's Distance.

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I. Assent, A. Wenning, and T. Seidl. Approximation techniques for indexing the earth mover's distance in multimedia databases. In Proc. IEEE ICDE, pages 11--22, 2006.
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SISAP '11: Proceedings of the Fourth International Conference on SImilarity Search and APplications
June 2011
120 pages
ISBN:9781450307956
DOI:10.1145/1995412

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  • J. T. Schwartz: J. T. Schwartz International School for Scientific Research - University of Catania
  • University of Catania

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 30 June 2011

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