• DocumentCode
    1907242
  • Title

    Fast Correlation Based Filter (FCBF) with a different search strategy

  • Author

    Senliol, Baris ; Gulgezen, Gokhan ; Yu, Lei ; Cataltepe, Zehra

  • Author_Institution
    Comput. Eng. Dept., Istanbul Tech. Univ., Istanbul
  • fYear
    2008
  • fDate
    27-29 Oct. 2008
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    In this paper we describe an extension of the information theoretical FCBF (Fast Correlation Based Feature Selection) algorithm. The extension, called FCBF#, enables FCBF to select any given size of feature subset and it selects features in a different order than the FCBF. We find out that the extended FCBF algorithm results in more accurate classifiers.
  • Keywords
    pattern classification; classifiers; fast correlation based feature selection algorithm; fast correlation based filter; feature subset; search strategy; Bioinformatics; Collaboration; Embedded computing; Filters; Machine learning; Machine learning algorithms; Optimization methods; Pattern recognition; Prediction algorithms; Statistics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer and Information Sciences, 2008. ISCIS '08. 23rd International Symposium on
  • Conference_Location
    Istanbul
  • Print_ISBN
    978-1-4244-2880-9
  • Electronic_ISBN
    978-1-4244-2881-6
  • Type

    conf

  • DOI
    10.1109/ISCIS.2008.4717949
  • Filename
    4717949
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=1907242