What is a connectionist net? Here's what it's not.
alexis%yummy@gateway.mitre.org
alexis%yummy at gateway.mitre.org
Fri Mar 17 09:46:27 EST 1989
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Just an aside to KELLY%BROWNCOG's note, rather than worry if
Hecht-Nielson's neural net (and I use the term intentionally -- I mean
"artificial intelligence" is neither so ...) is really a connectionist
model, let me point out a paper/result worth being aware of.
G. Cybenko wrote a very interesting paper which proves that a neural
network with *one* hidden layer of nodes (i.e., one more than a
perceptron) with a sigmoid transfer function can "uniformly approximate
any continuous function with support in the unit hypercube". That is
to say you actually can do any mapping with *ONE* hidden layer (albeit
often a very very large one).
Cybenko sent the paper to me because of a tirade I went on awhile ago
on this bboard, so I don't actually know if it has been published
anywhere yet. I'm writing this without his knowledge -- I'm pretty
sure he's on this list. G. Cybenko are you out there, and are you
willing to say where your paper "Approximation by Superpositions of
a Sigmoidal Function" can be found by the hungary masses?
alexis wieland.
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