DocumentCode
768310
Title
Comments about "Analysis of the convergence properties of topology preserving neural networks"
Author
Cottrell, M. ; Fort, J.C. ; Pages, G.
Author_Institution
Dept. de Math., Nancy I Univ., France
Volume
6
Issue
3
fYear
1995
fDate
5/1/1995 12:00:00 AM
Firstpage
797
Lastpage
799
Abstract
Shows that the main proofs of the above paper (Yu et al., Trans Neural Networks, vol. 4, no. 2, p. 207-220, 1993) are incomplete and not correct: in fact, the self-organization cannot be achieved if the adaptation parameter satisfies the classical Robins-Monro conditions and Proposition 2 is erroneous. On the other hand, the two-dimensional extension (Theorem 3) is not proved. The main point is that the four classes that the authors consider as stable classes are not stable at all. Some references are finally given.<>
Keywords
convergence; self-organising feature maps; topology; adaptation parameter; convergence properties; self-organization; topology preserving neural networks; two-dimensional extension; Computer aided software engineering; Convergence; Network topology; Neural networks; Neurons;
fLanguage
English
Journal_Title
Neural Networks, IEEE Transactions on
Publisher
ieee
ISSN
1045-9227
Type
jour
DOI
10.1109/72.377992
Filename
377992
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