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Effects of Irregular Topology in Spherical Self-Organizing Maps

Author

Listed:
  • Charles R. Schmidt
  • Sergio J. Rey
  • André Skupin

Abstract

The authors explore the effect of different topologies on properties of self-organizing maps (SOM). They suggest several diagnostics for measuring topology-induced errors in SOM and use these in a comparison of four different topologies. The results show that SOM is less sensitive to localized irregularities in the network structure than the literature may otherwise suggest. Further, the results support the use of spherical topologies as a solution to the boundary problem in traditional SOM.

Suggested Citation

  • Charles R. Schmidt & Sergio J. Rey & André Skupin, 2011. "Effects of Irregular Topology in Spherical Self-Organizing Maps," International Regional Science Review, , vol. 34(2), pages 215-229, April.
  • Handle: RePEc:sae:inrsre:v:34:y:2011:i:2:p:215-229
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