• DocumentCode
    2701820
  • Title

    Topology preservation in self-organizing maps

  • Author

    Kiviluoto, Kimmo

  • Author_Institution
    Neural Networks Res. Centre, Helsinki Univ. of Technol., Espoo, Finland
  • Volume
    1
  • fYear
    1996
  • fDate
    3-6 Jun 1996
  • Firstpage
    294
  • Abstract
    This paper concentrates on the following issues: (1) discussion on what kind of mapping is produced by the SOM algorithm; (2) introduction of a quantitative measure of continuity for the mapping produced by SOM; (3) introduction of a variant of SOM, called the AdSOM, with locally adapting neighborhood radii
  • Keywords
    self-organising feature maps; topology; AdSOM; locally adapting neighborhood radii; mapping; quantitative continuity measure; self-organizing maps; topology preservation; Biological neural networks; Information processing; Intelligent networks; Lattices; Network topology; Neural network hardware; Neural networks; Neurons; Probability distribution; Self organizing feature maps;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 1996., IEEE International Conference on
  • Conference_Location
    Washington, DC
  • Print_ISBN
    0-7803-3210-5
  • Type

    conf

  • DOI
    10.1109/ICNN.1996.548907
  • Filename
    548907
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=2701820