Closest pair queries with spatial constraints

被引:0
|
作者
Papadopoulos, AN [1 ]
Nanopoulos, A [1 ]
Manolopoulos, Y [1 ]
机构
[1] Aristotle Univ Thessaloniki, Dept Informat, GR-54124 Thessaloniki, Greece
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中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Given two datasets D-A and D-B the closest-pair query (CPQ) retrieves the pair (a,b), where a is an element of D-A and b is an element of D-B, having the smallest distance between all pairs of objects. An extension to this problem is to generate the k closest pairs of objects (k-CPQ). In several cases spatial constraints are applied, and object pairs that are retrieved must also satisfy these constraints. Although the application of spatial constraints seems natural towards a more focused search, only recently they have been studied for the CPQ problem with the restriction that D-A = D-B. In this work we focus on constrained closest-pair queries (CCPQ), between two distinct datasets D-A and D-B, where objects from DA Must be enclosed by a spatial region R. A new algorithm is proposed, which is compared with a modified closest-pair algorithm. The experimental results demonstrate that the proposed approach is superior with respect to CPU and I/O costs.
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页码:1 / 13
页数:13
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