Efficient continuous skyline computation

被引:71
|
作者
Morse, M. [1 ]
Patel, J. M.
Grosky, W. I.
机构
[1] Univ Michigan, Dept Elect Engn & Comp Sci, Ann Arbor, MI 48105 USA
[2] Univ Michigan, Dept Comp & Informat Sci, Dearborn, MI 48128 USA
基金
美国国家科学基金会;
关键词
database; skyline; algorithm index; multidimensional data structures; quadtree; R*-tree;
D O I
10.1016/j.ins.2007.02.033
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In a number of emerging streaming applications, the data values that are produced have an associated time interval for which they are valid. A useful computation over such streaming data is to produce a continuous and valid skyline summary. Previous work on skyline algorithms have only focused on evaluating skylines over static data sets, and there are no known algorithms for skyline computation in the continuous setting. In this paper, we introduce the continuous time-interval skyline operator, which continuously computes the current skyline over a data stream. We present a new algorithm called LookOut for evaluating such queries efficiently, and empirically demonstrate the scalability of this algorithm. In addition, we also examine the effect of the underlying spatial index structure when evaluating skylines. Whereas previous work oil skyline computations have only considered using the R*-tree index structure, we show that for skyline computations using an underlying quadtree has significant performance benefits over an R*-tree index. (c) 2007 Elsevier Inc. All rights reserved.
引用
收藏
页码:3411 / 3437
页数:27
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