Technical Report: LAIR 89-JP-NIPS
Jordan B. Pollack
pollack at cis.ohio-state.edu
Fri Jan 20 15:40:09 EST 1989
Preprint of a NIPS paper is now available.
Request LAIR 89-JP-NIPS From:
Randy Miller
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Columbus, OH 43210
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IMPLICATIONS OF RECURSIVE DISTRIBUTED REPRESENTATIONS
Jordan B. Pollack
Laboratory for AI Research
Ohio State University
Columbus, OH 43210
I will describe my recent results on the automatic development of
fixed-width recursive distributed representations of variable-sized
hierarchal data structures. One implication of this work is that
certain types of AI-style data-structures can now be represented in
fixed-width analog vectors. Simple inferences can be performed using
the type of pattern associations that neural networks excel at.
Another implication arises from noting that these representations
become self-similar in the limit. Once this door to chaos is opened,
many interesting new questions about the representational basis of
intelligence emerge, and can (and will) be discussed.
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