• DocumentCode
    2389267
  • Title

    A new approach to rule induction and pruning

  • Author

    Fensel, Dieter ; Klein, Jörg

  • Author_Institution
    Inst. fuer Angewandte Inf. & Fomale Beschreibungsverfahren, Karlsruhe Univ., Germany
  • fYear
    1991
  • fDate
    10-13 Nov 1991
  • Firstpage
    538
  • Lastpage
    539
  • Abstract
    The authors regard the rule induction problem as a search in the lattice of possible rules. Two kinds of search directions (top=generalization and down=specialization) and therefore two different kinds of algorithms exist. They propose the algorithms RELAX and its heuristical modification H-RELAX, which both use generalization as the search direction and therefore can be used for rule induction and rule pruning. They produce a minimal set of rules or a set of rules which allow object recognition with minimal costs. Both algorithms also allow an incremental and knowledge-based search process and can be combined with other algorithms
  • Keywords
    knowledge engineering; H-RELAX; RELAX; generalization; incremental search; knowledge-based search; object recognition; rule induction; rule pruning; search directions; specialization; Boolean functions; Circuits; Costs; Lattices; Machine learning; Machine learning algorithms; Minimization methods; Object recognition; Production;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Tools for Artificial Intelligence, 1991. TAI '91., Third International Conference on
  • Conference_Location
    San Jose, CA
  • Print_ISBN
    0-8186-2300-4
  • Type

    conf

  • DOI
    10.1109/TAI.1991.167051
  • Filename
    167051