149 citations · 229 across the 3 of their papers we have counts for
3 papers
Batch and median neural gas
Marie Cottrell, Barbara Hammer, Alexander Hasenfuss +1
Neural Gas (NG) constitutes a very robust clustering algorithm given euclidian data which does not suffer from the problem of local minima like simple vector quantization, or topol…
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…
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…