• 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