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
Link To Document :
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