• DocumentCode
    929402
  • Title

    An inductive inference procedure to minimize prediction error

  • Author

    Matsushima, Toshiyasu ; Inazumi, Hiroshige ; Hirasawa, Shigeichi

  • Author_Institution
    Dept. of Manag. Inf., Yokohama Coll. of Commerce, Japan
  • Volume
    23
  • Issue
    2
  • fYear
    1993
  • Firstpage
    547
  • Lastpage
    554
  • Abstract
    Considering inductive inference and deductive inference as not individual processes but a serial process of information processing, the serial inference procedure is studied for two purposes: the compression of observed facts and the prediction of new well-formed formulas. A serial inference process scheme that uses the correspondence to source coding and prediction problems is proposed. The optimal inference procedures for the two purposes are shown in the proposed scheme
  • Keywords
    inference mechanisms; minimisation; deductive inference; fact compression; inductive inference; prediction error minimization; serial inference procedure; source coding; wff; Algorithm design and analysis; Engineering management; Gold; Industrial engineering; Inference algorithms; Information processing; Machine learning; Machine learning algorithms; Source coding; Virtual colonoscopy;
  • fLanguage
    English
  • Journal_Title
    Systems, Man and Cybernetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9472
  • Type

    jour

  • DOI
    10.1109/21.229467
  • Filename
    229467