ALPS: an efficient algorithm for top-k spatial preference search in road networks

被引:14
作者
Cho, Hyung-Ju [1 ]
Kwon, Se Jin [1 ]
Chung, Tae-Sun [1 ]
机构
[1] Ajou Univ, Dept Informat & Comp Engn, Suwon, Gyeonggi Do, South Korea
基金
新加坡国家研究基金会;
关键词
Top-k spatial preference query; Road network; Spatial databases; Algorithm; NEAREST NEIGHBOR QUERIES; COMPUTATION;
D O I
10.1007/s10115-013-0696-9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we study the processing of top-k spatial preference queries in road networks. A top-k spatial preference query retrieves a ranked list of the k best data objects based on the scores (e.g., qualities) of feature objects in their spatial neighborhoods. Several solutions have been proposed for top-k spatial preference queries in Euclidean space. However, far too little attention has been paid to top-k spatial preference queries in road networks, where the distance between two points is defined by the length of the shortest path connecting them. A simple way to answer top-k spatial preference queries is to examine the scores of feature objects in the proximity of each data object before returning a ranked list of the k best data objects. However, this simple method causes intolerable computation delays, thus rendering online processing inapplicable. Therefore, in this paper, we address this problem by presenting a new algorithm, called ALPS, for top-k spatial preference searches in road networks. Our experimental results demonstrate the superiority and effectiveness of ALPS for a wide range of problem settings.
引用
收藏
页码:599 / 631
页数:33
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