An efficient self-organizing map (E-SOM) learning algorithm using group of neurons

In the learning process of the conventional SOM, the neuron which is closer to the winner neuron learns more than the neuron which is farther away from the winner neuron. The neurons farther away from input are not able to learn properly and some dead units are left on the map. To decrease dead unit...

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Bibliographic Details
Main Authors: Vikas Chaudhary, R.S. Bhatia, Anil K. Ahlawat
Format: Article
Language:English
Published: Springer 2014-09-01
Series:International Journal of Computational Intelligence Systems
Subjects:
Online Access:https://www.atlantis-press.com/article/25868535.pdf