• DocumentCode
    2957951
  • Title

    On the inherent necessity of heuristic proofs

  • Author

    Rubin, Stuart H. ; Chen, Shu-Ching ; Law, James B. ; Lee, Gordon K.

  • Author_Institution
    Spawar Syst. Center, San Diego, CA, USA
  • Volume
    4
  • fYear
    2005
  • fDate
    10-12 Oct. 2005
  • Firstpage
    3890
  • Abstract
    It follows from the nonreducibility of the theorization problem that an arbitrary proof cannot be valid on an absolute scale. Thus, in order for an arbitrary proof to be generative, it must be self-referential; but then, it must also be heuristic if not incomplete as a consequence. By relaxing the validity requirement, heuristic (i.e., relative) proof techniques are enabled. We show that heuristics are search randomizations in space-time. It is shown how one can develop heuristics, which are randomizations of knowledge. Even more intriguing, it is shown that heuristic proof is to formal proof what fuzzy logic is to formal logic. Simply put, the paper argues for the need to relax the notion of formal proof if AI is to advance.
  • Keywords
    heuristic programming; search problems; theorem proving; arbitrary proof; extrema technique; formal proof; heuristic proof; local proof; search randomization; theorization problem nonreducibility; validity requirement; Artificial intelligence; Computer science; Fuzzy logic; Neural networks; Storage area networks; Extrema techniques; heuristics; local proofs; randomization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 2005 IEEE International Conference on
  • Print_ISBN
    0-7803-9298-1
  • Type

    conf

  • DOI
    10.1109/ICSMC.2005.1571753
  • Filename
    1571753