• DocumentCode
    2020819
  • Title

    Incremental Core Computing for Incomplete Decision Tables

  • Author

    Li, Renpu ; Zhang, Dedong ; Zhao, Yongsheng ; Tang, Xinting

  • Author_Institution
    Sch. of Comput. Sci. & Technol., Ludong Univ., Yantai
  • Volume
    1
  • fYear
    2008
  • fDate
    17-18 Oct. 2008
  • Firstpage
    270
  • Lastpage
    273
  • Abstract
    Core is an important concept of rough set theory and many efficient reduction methods were proposed from the computation of core. However, very little work has been performed on updating a core, especially for incomplete decision tables. In this paper an incremental algorithm for updating the core of an incomplete decision table is presented based on discernibility matrix, which may obtain a new core through several simple operations on original discernibility matrix when a new object is added to the decision table. Theoretical analysis and example show that the incremental core algorithm proposed is efficient for incomplete decision tables.
  • Keywords
    decision tables; rough set theory; discernibility matrix; incomplete decision tables; incremental core computing; rough set theory; Algebra; Algorithm design and analysis; Artificial intelligence; Computational intelligence; Computer science; Data mining; Information analysis; Information systems; Rough sets; Set theory; core; incomplete decision table; incremental algorithm; rough sets;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Intelligence and Design, 2008. ISCID '08. International Symposium on
  • Conference_Location
    Wuhan
  • Print_ISBN
    978-0-7695-3311-7
  • Type

    conf

  • DOI
    10.1109/ISCID.2008.84
  • Filename
    4725606