Probabilistic Threshold Range Aggregate Query Processing over Uncertain Data

被引:0
|
作者
Yang, Shuxiang [1 ]
Zhang, Wenjie [2 ]
Zhang, Ying [1 ]
Lin, Xuemin [3 ,4 ]
机构
[1] Univ New South Wales, Sydney, NSW 2052, Australia
[2] Univ New South Wales, NICTA, Sydney, NSW 2052, Australia
[3] Dalian Maritime Univ, Dalian 116012, Peoples R China
[4] UNSW, NICTA, Sydney, NSW, Australia
基金
澳大利亚研究理事会;
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Large amount of uncertain data is inherent in many novel and important applications such as sensor data analysis and mobile data, management. A probabilistic threshold range aggregate (PTRA) query retrieves summarized information about the uncertain objects satisfying a range query, with respect to a given probability threshold. This paper is the first one to address this important type of query. We develop a new index structure a,U-tree and propose an exact querying algorithm based on all-tree. For the pursue of efficiency, two techniques SingleSample and DoubleSample are developed. Both techniques provide approximate answers to a PTRA query with accuracy guarantee. Experimental study demonstrates the efficiency and effectiveness of our proposed methods.
引用
收藏
页码:51 / +
页数:2
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