The Growing Hierarchical Neural Gas Self-Organizing Neural Network

The growing neural gas (GNG) self-organizing neural network stands as one of the most successful examples of unsupervised learning of a graph of processing units. Despite its success, little attention has been devoted to its extension to a hierarchical model, unlike other models such as the self-org...

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Bibliographic Details

Published in:	IEEE transaction on neural networks and learning systems Vol. 28; no. 9; pp. 2000 - 2009
Main Authors:	Palomo, Esteban J., Lopez-Rubio, Ezequiel
Format:	Journal Article
Language:	English
Published:	United States IEEE 01.09.2017 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Hierarchical model Learning systems Neural networks Neurons Prototypes Quantization (signal) Self organizing maps self-organization Topology Training unsupervised learning Vector quantization
ISSN:	2162-237X, 2162-2388
Online Access:	Get full text
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