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Some Potential Solutions

Partition-based

  • use auxiliary (spatial) data structure to identify candidates

  • space-partitioning methods: Grid file, k-d-b-tree, quadtree

  • data-partitioning methods: R-tree, X-tree, SS-tree, TV-tree, ...

Approximation-based

  • use approximating data structure to identify candidates

  • signature files: VA-files

  • projections: space-filling curves

A new approach, the pyramid technique [Berchtold et al.,] has elements of both partitioning and projection.


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