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The Parameter-Less Self-Organizing Map algorithm

Published in arXiv (Cornell University) • May 2, 2007
NobleIDNI4P81W32R93S85
Authors:
Erik Berglund
,
Joaquin Sitte

Abstract

The Parameter-Less Self-Organizing Map (PLSOM) is a new neural network algorithm based on the Self-Organizing Map (SOM). It eliminates the need for a learning rate and annealing schemes for learning rate and neighbourhood size. We discuss the relative performance of the PLSOM and the SOM and demonst...

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