Spatio-temporal aggregation using sketches

被引:59
作者
Tao, YF [1 ]
Kollios, G [1 ]
Considine, J [1 ]
Li, FF [1 ]
Papadias, D [1 ]
机构
[1] City Univ Hong Kong, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China
来源
20TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING, PROCEEDINGS | 2004年
关键词
D O I
10.1109/ICDE.2004.1319998
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Several spatio-temporal applications require the retrieval of summarized information about moving objects that lie in a query region during a query interval (e.g., the number of mobile users covered by a cell, traffic volume in a district, etc.). Existing solutions have the distinct counting problem: if an object remains in the query region for several timestamps during the query interval, it will be Counted multiple times in the result. The paper solves this problem by integrating spatio-temporal indexes with sketches, traditionally used for approximate query processing. The proposed techniques can also be applied to reduce the space requirements of conventional spatio-temporal data and to mine spatio-temporal association rules.
引用
收藏
页码:214 / 225
页数:12
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