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In this paper we investigate data structures for performing similarity search queries in metric spaces. We have selected six methods proposed in three different communities: two theoretically analyzed structures of Clarkson (1999), GNAT and SA-tree from databases, and AESA and LAESA which are used for pattern recognition applications. We have implemented… (More)