Continuous aggregate nearest neighbor queries

被引:0
|
作者
Hicham G. Elmongui
Mohamed F. Mokbel
Walid G. Aref
机构
[1] Alexandria University,Department of Computer and Systems Engineering, Faculty of Engineering
[2] University of Minnesota - Twin Cities,Department of Computer Science and Engineering
[3] Purdue University,Department of Computer Science
来源
GeoInformatica | 2013年 / 17卷
关键词
Continuous query; Spatio-temporal query; Aggregate nearest neighbor;
D O I
暂无
中图分类号
学科分类号
摘要
This paper addresses the problem of continuous aggregate nearest-neighbor (CANN) queries for moving objects in spatio-temporal data stream management systems. A CANN query specifies a set of landmarks, an integer k, and an aggregate distance function f (e.g., min, max, or sum), where f computes the aggregate distance between a moving object and each of the landmarks. The answer to this continuous query is the set of k moving objects that have the smallest aggregate distance f. A CANN query may also be viewed as a combined set of nearest neighbor queries. We introduce several algorithms to continuously and incrementally answer CANN queries. Extensive experimentation shows that the proposed operators outperform the state-of-the-art algorithms by up to a factor of 3 and incur low memory overhead.
引用
收藏
页码:63 / 95
页数:32
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