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
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