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
  • [21] Probabilistic Range Query over Uncertain Moving Objects in Constrained Two-Dimensional Space
    Wang, Zhi-Jie
    Wang, Dong-Hua
    Yao, Bin
    Guo, Minyi
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2015, 27 (03) : 866 - 879
  • [22] Query Processing on Probabilistic Data: A Survey
    Van den Broeck, Guy
    Suciu, Dan
    FOUNDATIONS AND TRENDS IN DATABASES, 2015, 7 (3-4): : I - +
  • [23] Top-k query processing over uncertain data in distributed environments
    Sun, Yongjiao
    Yuan, Ye
    Wang, Guoren
    WORLD WIDE WEB-INTERNET AND WEB INFORMATION SYSTEMS, 2012, 15 (04): : 429 - 446
  • [24] Aggregate functions over probabilistic data
    Chang, CS
    Chen, ALP
    INFORMATION SCIENCES, 1996, 88 (1-4) : 15 - 45
  • [25] Encrypted XML Data Query Processing with Range Query
    Liu, Baolong
    Chen, Hua
    Guo, Yi
    MECHATRONIC SYSTEMS AND AUTOMATION SYSTEMS, 2011, 65 : 241 - 245
  • [26] Efficient processing of probabilistic reverse nearest neighbor queries over uncertain data
    Xiang Lian
    Lei Chen
    The VLDB Journal, 2009, 18 : 787 - 808
  • [27] Efficient processing of probabilistic reverse nearest neighbor queries over uncertain data
    Lian, Xiang
    Chen, Lei
    VLDB JOURNAL, 2009, 18 (03): : 787 - 808
  • [28] Uncertain probabilistic range queries on multidimensional data
    Bernad, Jorge
    Bobed, Carlos
    Mena, Eduardo
    INFORMATION SCIENCES, 2020, 537 (334-367) : 334 - 367
  • [29] ArchimedesOne: Query Processing over Probabilistic Knowledge Bases
    Zhou, Xiaofeng
    Chen, Yang
    Wang, Daisy Zhe
    PROCEEDINGS OF THE VLDB ENDOWMENT, 2016, 9 (13): : 1461 - 1464
  • [30] Efficient range query processing in metric spaces over highly distributed data
    Christos Doulkeridis
    Akrivi Vlachou
    Yannis Kotidis
    Michalis Vazirgiannis
    Distributed and Parallel Databases, 2009, 26