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Several topology preservation measures and monitoring schemes have been proposed to help ascertain the correct organization of the self-organizing map (SOM) structure. Here, we consider a novel idea that performs faster than previous alternatives while showing interesting behavior in practice. Our proposal aims to facilitate inexpensive, online monitoring of topographic map formation algorithms.

Type

Journal article

Journal

IEEE Trans Neural Netw

Publication Date

09/2007

Volume

18

Pages

1524 - 1528

Keywords

Algorithms, Computer Simulation, Models, Statistical, Neural Networks (Computer), Pattern Recognition, Automated