• DocumentCode
    174002
  • Title

    Formal analysis of leave-one out method based on decremental sampling scheme

  • Author

    Tsumoto, Shusaku ; Hirano, Shoji

  • Author_Institution
    Dept. of Med. Inf., Shimane Univ., Izumo, Japan
  • fYear
    2014
  • fDate
    5-8 Oct. 2014
  • Firstpage
    2780
  • Lastpage
    2785
  • Abstract
    This paper proposes a new framework for formal analysis of leave-out one methods based on decremental sampling scheme, which gives a reversed operation of incremental sampling scheme. This technique is applied to the leave-one out method for rules defined by the propositions whose constraints were defined by inequalities of accuracy and coverage. The results show that expected values of indices and error rates can be obtained as exact formulae.
  • Keywords
    error statistics; sampling methods; decremental sampling scheme; error rates; formal analysis; incremental sampling scheme; leave-one out method; Artificial neural networks; Linear matrix inequalities; accuracy; coverage; decremental sampling scheme; leave-one-out; rule induction;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics (SMC), 2014 IEEE International Conference on
  • Conference_Location
    San Diego, CA
  • Type

    conf

  • DOI
    10.1109/SMC.2014.6974349
  • Filename
    6974349