A quick assessment of topology preservation for SOM structures

Diego Vidaurre; Jorge Muruzábal

doi:10.1109/TNN.2007.895820

A quick assessment of topology preservation for SOM structures

^*Corresponding author for this work

Research output: Contribution to journal/Conference contribution in journal/Contribution to newspaper › Journal article › Research › peer-review

18 Citations (Scopus)

Abstract

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.

Original language	English
Journal	IEEE Transactions on Neural Networks
Volume	18
Issue	5
Pages (from-to)	1524-1528
Number of pages	5
ISSN	1045-9227
DOIs	https://doi.org/10.1109/TNN.2007.895820
Publication status	Published - 1 Sept 2007
Externally published	Yes

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10.1109/TNN.2007.895820

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A quick assessment of topology preservation for SOM structures

Abstract

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