• DocumentCode
    2831864
  • Title

    Document retrieval using projection by frequency distribution

  • Author

    Uchi, Hirohito Oh ; Miura, Takao ; Shioya, Isamu

  • Author_Institution
    Dept. of Elect. & Elect. Eng., Hosei Univ., Tokyo
  • fYear
    2005
  • fDate
    16-16 Nov. 2005
  • Lastpage
    361
  • Abstract
    In document retrieval task, random projection (RP) is considered as a useful technique of dimension reduction. The task can be achieved very quickly yet the recalculation is not necessary to any changes. However, in lower dimension, random projection has instability by randomness in itself. In this investigation, we propose a new technique, called skewed projection (SP) for dimension reduction technique based term frequency distribution. We show that this technique can take advantages of local independency thus we can obtain efficient retrieval for documents which belong to specific application area
  • Keywords
    data reduction; document handling; information retrieval; dimension reduction; document retrieval; skewed projection; term frequency distribution; Error analysis; Frequency; Informatics; Large scale integration; National electric code; Societies; Tiles; Dimension Reduction; Information Retrieval; Random Projection; Skewed Projection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Tools with Artificial Intelligence, 2005. ICTAI 05. 17th IEEE International Conference on
  • Conference_Location
    Hong Kong
  • ISSN
    1082-3409
  • Print_ISBN
    0-7695-2488-5
  • Type

    conf

  • DOI
    10.1109/ICTAI.2005.59
  • Filename
    1562960