Cascade Correlation and Convergence
Jordan B Pollack
pollack at cis.ohio-state.edu
Thu Aug 9 12:14:19 EDT 1990
Scott's description of his algorithm, and lack of convergence proof,
reminded me of the line of research by Meir and Domany (Complex
Systems 2, 1988) and Mezard and Nadal (Int J Neu Systems, 1,1 1989) on
methods for directly constructing networks.
In a related paper (which I cannot find), I'm quite sure that someone
proved by construction that any (n input, 1 output) boolean function
could be accomplished by a layering of TLU's, where each additional
unit is guaranteed to decrease the number of mis-classified inputs.
Perhaps this approach would help lead to some convergence proof for CC
networks.
Jordan Pollack Assistant Professor
CIS Dept/OSU Laboratory for AI Research
2036 Neil Ave Email: pollack at cis.ohio-state.edu
Columbus, OH 43210 Fax/Phone: (614) 292-4890
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