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
相关论文
共 50 条
  • [41] k-Selection Query over Uncertain Data
    Liu, Xingjie
    Ye, Mao
    Xu, Jianliang
    Tian, Yuan
    Lee, Wang-Chien
    DATABASE SYSTEMS FOR ADVANCED APPLICATIONS, PT I, PROCEEDINGS, 2010, 5981 : 444 - +
  • [42] Waterwheel: Realtime Indexing and Temporal Range Query Processing over Massive Data Streams
    Wang, Li
    Cai, Ruichu
    Fu, Tom Z. J.
    He, Jiong
    Lu, Zijie
    Winslett, Marianne
    Zhang, Zhenjie
    2018 IEEE 34TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE), 2018, : 269 - 280
  • [43] Efficient top-(k,l) range query processing for uncertain data based on multicore architectures
    Guoqing Xiao
    Kenli Li
    Keqin Li
    Xu Zhou
    Distributed and Parallel Databases, 2015, 33 : 381 - 413
  • [44] Efficient top-(k,l) range query processing for uncertain data based on multicore architectures
    Xiao, Guoqing
    Li, Kenli
    Li, Keqin
    Zhou, Xu
    DISTRIBUTED AND PARALLEL DATABASES, 2015, 33 (03) : 381 - 413
  • [45] Continuous Range Query Processing over Moving Objects
    Park, Yong Hun
    Bok, Kyoung Soo
    Yoo, Jae Soo
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2008, E91D (11): : 2727 - 2730
  • [46] Archimedes: Efficient Query Processing over Probabilistic Knowledge Bases
    Chen, Yang
    Zhou, Xiaofeng
    Li, Kun
    Wang, Daisy Zhe
    SIGMOD RECORD, 2017, 46 (02) : 30 - 35
  • [47] An Efficient Algorithm for Probabilistic RkNN Query on Uncertain Data with Large k
    Wang, Shengsheng
    Wang, Chuangfeng
    Liu, Wei
    Wang, Qi
    2016 3RD INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CONTROL ENGINEERING (ICISCE), 2016, : 189 - 193
  • [48] Probabilistic Aggregate Skyline Join Queries: Skylines with Aggregate Operations over Existentially Uncertain Relations
    Bhattacharya, Arnab
    Awate, Shrikant
    PROCEEDINGS OF THE 27TH INTERNATIONAL CONFERENCE ON SCIENTIFIC AND STATISTICAL DATABASE MANAGEMENT, 2015,
  • [49] Optimizing Performance of Aggregate Query Processing with Histogram Data Structure
    Liang Yong
    Mu Zhaonan
    SOFTWARE ENGINEERING METHODS IN INTELLIGENT ALGORITHMS, VOL 1, 2019, 984 : 342 - 350
  • [50] Monte Carlo Query Processing of Uncertain Multidimensional Array Data
    Ge, Tingjian
    Grabiner, David
    Zdonik, Stan
    IEEE 27TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE 2011), 2011, : 936 - 947