Title :
All-nearest-neighbors queries in spatial databases
Author :
Zhang, Jun ; Mamoulis, Nikos ; Papadias, Dimitris ; Tao, Yufei
Author_Institution :
Sch. of Comput. Eng., Nanyang Technol. Univ., Singapore, Singapore
Abstract :
Given two sets A and B of multidimensional objects, the all-nearest-neighbors (ANN) query retrieves for each object in A its nearest neighbor in B. Although this operation is common in several applications, it has not received much attention in the database literature. In this paper we study alternative methods for processing ANN queries depending on whether A and B are indexed: Our algorithms are evaluated through extensive experimentation using synthetic and real datasets. The performance studies show that they are an order of magnitude faster than a previous approach based on closest-pairs query processing.
Keywords :
database indexing; query processing; visual databases; ANN query processing; all-nearest-neighbors queries; closest-pairs query processing; database indexing; multidimensional objects; spatial databases; Application software; Computational geometry; Computer science; Data engineering; Information retrieval; Information systems; Multidimensional systems; Nearest neighbor searches; Query processing; Spatial databases;
Conference_Titel :
Scientific and Statistical Database Management, 2004. Proceedings. 16th International Conference on
Print_ISBN :
0-7695-2146-0
DOI :
10.1109/SSDM.2004.1311221