Monochromatic and bichromatic mutual skyline queries

被引:16
|
作者
Jiang, Tao [1 ]
Gao, Yunjun [2 ]
Zhang, Bin [1 ]
Lin, Dan [3 ]
Li, Qing [4 ]
机构
[1] Jiaxing Univ, Coll Math Phys & Informat Engn, Jiaxing 314001, Peoples R China
[2] Zhejiang Univ, Coll Comp Sci, Hangzhou 310027, Zhejiang, Peoples R China
[3] Missouri Univ Sci & Technol, Dept Comp Sci, Rolla, MO 65409 USA
[4] City Univ Hong Kong, Dept Comp Sci, Kowloon, Hong Kong, Peoples R China
关键词
Query processing; Skyline query; Mutual skyline query; Algorithm; Spatial database; EFFICIENT SKYLINE; COMPUTATION;
D O I
10.1016/j.eswa.2013.08.085
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 a new skyline operator, namely, mutual skyline query (MSQ), which retrieves all the data objects that are contained in the dynamic skyline and meanwhile the reverse skyline of a specified query object q. MSQ has many applications such as marketing analysis, task allocation, and personalized matching. Motivated by this, we first formalize MSQ in both monochromatic and bichromatic cases, and then propose several algorithms for processing MSQ. Our methods utilize a conventional data-partitioning index on the dataset, employ the advantage of reusing technique, and exploit effective pruning heuristics to improve the query processing. Extensive experiments using both real and synthetic datasets demonstrate the effectiveness and efficiency of our proposed algorithms under various experimental settings. Crown Copyright (C) 2013 Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:1885 / 1900
页数:16
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