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Nearest Neighbor Algorithms using xBR-Trees

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Autore
Roumelis, G.; Vassilakopoulos, M.; Corral, A.
Data
2011
DOI
10.1109/PCI.2011.22
Soggetto
Nearest neighbor query
Quadtrees
Query processing
Spatial access methods
Access methods
Disk-based
Execution time
Nearest neighbor algorithm
Nearest neighbor queries
Point datasets
Quad trees
Query object
Real data sets
Spatial data
Spatial database
Spatial queries
Algorithms
Forestry
Indexing (of information)
Information science
Interfaces (computer)
Indexing (materials working)
Indexing
Information Retrieval
Interfaces
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Abstract
One of the common queries in spatial databases is the (K) Nearest Neighbor Query that discovers the (K) closest objects to a query object. Processing of spatial queries, in most cases, is accomplished by indexing spatial data by an access method. In this paper, we present algorithms for Nearest Neighbor Queries using a disk based structure that belongs to the Quadtree family, the xBR-tree, that can be used for indexing large point datasets. We demonstrate performance results (I/O efficiency and execution time) of alternative Nearest Neighbor algorithms, using real datasets. © 2011 IEEE.
URI
http://hdl.handle.net/11615/32697
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  • Δημοσιεύσεις σε περιοδικά, συνέδρια, κεφάλαια βιβλίων κλπ. [19735]

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