Title :
Bichromatic Reverse Nearest-Neighbor Search in Mobile Systems
Author :
Tran, Quoc Thai ; Taniar, David ; Safar, Maytham
Author_Institution :
Clayton Sch. of Inf. Technol., Monash Univ., Melbourne, VIC, Australia
fDate :
6/1/2010 12:00:00 AM
Abstract :
In traditional reverse nearest-neighbor (RNN) search, the goal is to find the set of interest objects taking the query object as the nearest neighbor given that the interest objects and the query object have the same type. However, when the interest objects and the query object are of different types, this problem is called bichromatic reverse nearest neighbor (BRNN) search. The BRNN query has an increasing number of mobile applications and requires efficient algorithms for processing. In this paper, we present a novel approach for the BRNN search in the context of spatial network databases (SNDB). The main idea behind our approaches is to use Euclidean-based range search to prune the search space and use Euclidean distance in addition to network distance to minimize processing time. Finally, the experimental results confirm that our proposed algorithm have good performance on different network densities.
Keywords :
computational geometry; geographic information systems; query processing; search problems; visual databases; Euclidean distance; Euclidean-based range search; bichromatic reverse nearest-neighbor search; mobile systems; query object; spatial network databases; Mobile systems; nearest neighbor searches; network Voronoi diagrams; query processing; spatial databases and GIS;
Journal_Title :
Systems Journal, IEEE
DOI :
10.1109/JSYST.2010.2047297