• DocumentCode
    39355
  • Title

    Quasi-SLCA Based Keyword Query Processing over Probabilistic XML Data

  • Author

    Jianxin Li ; Chengfei Liu ; Rui Zhou ; Yu, Jeffrey Xu

  • Author_Institution
    Fac. of Inf. & Technol., Swinburne Univ. of Technol.-Hawthorn Campus, Hawthorn, VIC, Australia
  • Volume
    26
  • Issue
    4
  • fYear
    2014
  • fDate
    Apr-14
  • Firstpage
    957
  • Lastpage
    969
  • Abstract
    The probabilistic threshold query is one of the most common queries in uncertain databases, where a result satisfying the query must be also with probability meeting the threshold requirement. In this paper, we investigate probabilistic threshold keyword queries (PrTKQ)over XML data, which is not studied before. We first introduce the notion of quasi-SLCA and use it to represent results for a PrTKQ with the consideration of possible world semantics. Then we design a probabilistic inverted (PI)index that can be used to quickly return the qualified answers and filter out the unqualified ones based on our proposed lower/upper bounds. After that, we propose two efficient and comparable algorithms: Baseline Algorithm and PI index-based Algorithm. To accelerate the performance of algorithms, we also utilize probability density function. An empirical study using real and synthetic data sets has verified the effectiveness and the efficiency of our approaches.
  • Keywords
    XML; probability; query processing; PI index; PrTKQ; baseline algorithm; keyword query processing; probabilistic XML data; probabilistic threshold keyword queries; probabilistic threshold query; probability density function; quasi SLCA; real data sets; synthetic data sets; uncertain databases; Data models; Indexes; Probabilistic logic; Probability; Semantics; Upper bound; XML; Probabilistic XML; probabilistic index; threshold keyword query;
  • fLanguage
    English
  • Journal_Title
    Knowledge and Data Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1041-4347
  • Type

    jour

  • DOI
    10.1109/TKDE.2013.67
  • Filename
    6509868