• DocumentCode
    2176284
  • Title

    Computing with words

  • Author

    Rubin, Stuart H.

  • Author_Institution
    Dept. of Comput. Sci., Central Michigan Univ., Mount Pleasant, MI, USA
  • Volume
    3
  • fYear
    1998
  • fDate
    11-14 Oct 1998
  • Firstpage
    2894
  • Abstract
    Computing with words is defined to be an extension of fuzzy logic, which permits self-referential generalization. It entails the randomization of declarative knowledge, which yields procedural knowledge. Such randomization can occur at two levels. The first is termed weak randomization, which is essentially a domain-general pattern matching operation. The second is termed strong randomization, which entails the application of one rule set to the semantics of another possibly including itself. Strong randomization rests on top of weak randomization. Strong randomization is essentially a heuristic process. It is fully scalable, since it can in theory map out its own needed heuristics for ever-more efficient search, including segmentation of the knowledge base. It is proven that strong learning must be knowledge-based, if effective. Computing with words does not preclude the use of predicate functions and procedural attachments. It may well be that the presented algorithm serves to unify programming and computing with words to yield an artificial intelligence
  • Keywords
    data mining; fuzzy logic; generalisation (artificial intelligence); heuristic programming; knowledge based systems; learning (artificial intelligence); pattern matching; artificial intelligence; computing with words; data mining; declarative knowledge; domain-general pattern matching; fuzzy logic; heuristic process; knowledge base; procedural knowledge; rule set; search; self-referential generalization; semantics; strong learning; strong randomization; weak randomization; Algorithms; Artificial intelligence; Computer science; Data mining; Fuzzy logic;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man, and Cybernetics, 1998. 1998 IEEE International Conference on
  • Conference_Location
    San Diego, CA
  • ISSN
    1062-922X
  • Print_ISBN
    0-7803-4778-1
  • Type

    conf

  • DOI
    10.1109/ICSMC.1998.725102
  • Filename
    725102