• DocumentCode
    2710721
  • Title

    Text Cube: Computing IR Measures for Multidimensional Text Database Analysis

  • Author

    Lin, Cindy Xide ; Ding, Bolin ; Han, Jiawei ; Zhu, Feida ; Zhao, Bo

  • Author_Institution
    Dept. of Comput. Sci., Univ. of Illinois at Urbana-Champagin, Urbana, IL
  • fYear
    2008
  • fDate
    15-19 Dec. 2008
  • Firstpage
    905
  • Lastpage
    910
  • Abstract
    Since Jim Gray introduced the concept of rdquodata cuberdquo in 1997, data cube, associated with online analytical processing (OLAP), has become a driving engine in data warehouse industry. Because the boom of Internet has given rise to an ever increasing amount of text data associated with other multidimensional information, it is natural to propose a data cube model that integrates the power of traditional OLAP and IR techniques for text. In this paper, we propose a text-cube model on multidimensional text database and study effective OLAP over such data. Two kinds of hierarchies are distinguishable inside: dimensional hierarchy and term hierarchy. By incorporating these hierarchies, we conduct systematic studies on efficient text-cube implementation, OLAP execution and query processing. Our performance study shows the high promise of our methods.
  • Keywords
    data mining; data models; data warehouses; query processing; text analysis; IR measure; Internet; OLAP; data cube model; data warehouse industry; dimensional hierarchy; multidimensional text database analysis; online analytical processing; query processing; term hierarchy; text cube model; Cost function; Data analysis; Databases; Internet; Material storage; Multidimensional systems; Navigation; Optical computing; Power system modeling; Query processing; Cube; OLAP; Text;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Data Mining, 2008. ICDM '08. Eighth IEEE International Conference on
  • Conference_Location
    Pisa
  • ISSN
    1550-4786
  • Print_ISBN
    978-0-7695-3502-9
  • Type

    conf

  • DOI
    10.1109/ICDM.2008.135
  • Filename
    4781199