• DocumentCode
    395525
  • Title

    A simple learning algorithm for growing ring SOM and its application to TSP

  • Author

    Sasamura, Hiroki ; Ohta, Ryuji ; Saito, Toshimichi

  • Author_Institution
    Dept. of EECE, Hosei Univ., Tokyo, Japan
  • Volume
    3
  • fYear
    2002
  • fDate
    18-22 Nov. 2002
  • Firstpage
    1287
  • Abstract
    This paper presents a simple learning algorithm for self-organizing maps having ring topology and considers its application to TSP. The algorithm has only two control parameters and the map structure can grow by occasional inspection of the teaming history. Some experimental results suggest that this simple algorithm enables the map to extract feature of input data and to find almost optimal solution of the TSP.
  • Keywords
    feature extraction; self-organising feature maps; travelling salesman problems; unsupervised learning; TSP; feature extraction; growing ring SOM; learning algorithm; map structure; ring topology; self organizing maps; travelling salesman problem; Counting circuits; Data compression; Data mining; Feature extraction; History; Inspection; Optimal control; Self organizing feature maps; Speech recognition; Topology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Information Processing, 2002. ICONIP '02. Proceedings of the 9th International Conference on
  • Print_ISBN
    981-04-7524-1
  • Type

    conf

  • DOI
    10.1109/ICONIP.2002.1202828
  • Filename
    1202828