• DocumentCode
    498380
  • Title

    A Word Similarity Based Belief Network IR Model with Two Term Layers

  • Author

    Xu, Jimmy M. ; Tang, Wannida Sae ; Chen, Z.Y. ; Luo, Z.H.

  • Author_Institution
    Inst. of Syst. Eng., Tianjin Univ., Tianjin, China
  • Volume
    2
  • fYear
    2009
  • fDate
    19-21 May 2009
  • Firstpage
    514
  • Lastpage
    517
  • Abstract
    The retrieval performance of an information system usually increases when it uses the relationships among the terms in a given document collection. To resolve the problem that Belief Network model does not use term relationships, this paper presents an extended model with two term layers by using word similarity among document index terms, and discusses the new model´s topology and information retrieval process. The experimental result shows that the extended model has better performance than the original one.
  • Keywords
    belief networks; information retrieval; information retrieval systems; topology; belief network; document collection; document index term; information retrieval; information system; topology; Bayesian methods; Frequency; Information retrieval; Information systems; Intelligent networks; Intelligent systems; Modeling; Network topology; Systems engineering and theory; Testing; belief network model; information retrieval; word similarity;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Systems, 2009. GCIS '09. WRI Global Congress on
  • Conference_Location
    Xiamen
  • Print_ISBN
    978-0-7695-3571-5
  • Type

    conf

  • DOI
    10.1109/GCIS.2009.235
  • Filename
    5209386