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Showing 2006 · cond-mat.dis-nnShow all
2 papers · 2 filters
cond-mat.dis-nn2006★ 69 cited
Magnification Control in Self-Organizing Maps and Neural Gas
Thomas Villmann, Jens Christian Claussen
We consider different ways to control the magnification in self-organizing maps (SOM) and neural gas (NG). Starting from early approaches of magnification control in vector quantiz…
cond-mat.dis-nn2006★ 11 cited
Magnification Control in Winner Relaxing Neural Gas
Jens Christian Claussen, Thomas Villmann
An important goal in neural map learning, which can conveniently be accomplished by magnification control, is to achieve information optimal coding in the sense of information theo…