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A quick assessment of topology preservation for SOM structures.

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.

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Publisher copy:
10.1109/tnn.2007.895820

Authors


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Institution:
University of Oxford
Division:
MSD
Department:
Psychiatry
Role:
Author
Journal:
IEEE transactions on neural networks / a publication of the IEEE Neural Networks Council
Volume:
18
Issue:
5
Pages:
1524-1528
Publication date:
2007-09-01
DOI:
EISSN:
1941-0093
ISSN:
1045-9227
Source identifiers:
363995
Language:
English
Keywords:
Pubs id:
pubs:363995
UUID:
uuid:3e7f04ee-2de6-4209-90f9-df6ce624f63b
Local pid:
pubs:363995
Deposit date:
2013-11-16

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