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Efficient method for maximizing bichromatic reverse nearest neighbor

Authors :
Wong, Raymond Chi-Wing
Özsu, M. Tamer
Yu, Philip S.
Fu, Ada Wai-Chee
Liu, Lian
Source :
Proceedings of the VLDB Endowment; 20240101, Issue: Preprints p1126-1137, 12p
Publication Year :
2024

Abstract

Bichromatic reverse nearest neighbor (BRNN) has been extensively studied in spatial database literature. In this paper, we study a related problem called MaxBRNN: find an optimal region that maximizes the size of BRNNs. Such a problem has many real life applications, including the problem of finding a new server point that attracts as many customers as possible by proximity. A straightforward approach is to determine the BRNNs for all possible points that are not feasible since there are a large (or infinite) number of possible points. To the best of our knowledge, the fastest known method has exponential time complexity on the data size. Based on some interesting properties of the problem, we come up with an efficient algorithm called MaxOverlap. Extensive experiments are conducted to show that our algorithm is many times faster than the best-known technique.

Details

Language :
English
ISSN :
21508097
Issue :
Preprints
Database :
Supplemental Index
Journal :
Proceedings of the VLDB Endowment
Publication Type :
Periodical
Accession number :
ejs51419739
Full Text :
https://doi.org/10.14778/1687627.1687754