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Effects of Irregular Topology in Spherical Self-Organizing Maps (2008#14)

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Author Info
Charles R. Schmidt () (Arizona State University)
Sergio J. Rey () (Arizona State University)
André Skupin
Abstract

 We explore the effect of different topologies on properties of self-organizing maps (SOM). We 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.

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Paper provided by GeoDa Center for Geospatial Analysis and Computation in its series GeoDa Center Working Papers with number 2008-14.

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Date of creation: 2008
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Handle: RePEc:asg:wpaper:2008-14

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