Neural gas

Neural gas is an artificial neural network, inspired by the self-organizing map and introduced in 1991 by Thomas Martinetz and Klaus Schulten. The… (More)
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Topic mentions per year

Topic mentions per year

1993-2017
0204019932017

Papers overview

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Highly Cited
2009
Highly Cited
2009
A new method for hand gesture recognition that is based on a hand gesture fitting procedure via a new Self-Growing and Self… (More)
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2007
2007
We introduce relational variants of neural gas, a very efficient and powerful neural clustering algorithm, which allow a… (More)
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Highly Cited
2006
Highly Cited
2006
Neural Gas (NG) constitutes a very robust clustering algorithm given Euclidean data which does not suffer from the problem of… (More)
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2006
2006
We have recently investigated a family of algorithms which use the underlying latent space model developed for the Generative… (More)
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2005
2005
This paper describes TreeGNG, a top-down unsupervised learning method that produces hierarchical classification schemes. TreeGNG… (More)
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2004
2004
We propose a novel robust clustering algorithm within the Growing Neural Gas (GNG) framework, called Robust Growing Neural Gas… (More)
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2003
2003
For unsupervised sequence processing, standard self organizing maps (SOM) can be naturally extended by recurrent connections and… (More)
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Highly Cited
1994
Highly Cited
1994
An incremental network model is introduced which is able to learn the important topological relations in a given set of input… (More)
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Highly Cited
1993
Highly Cited
1993
A neural network algorithm based on a soft-max adaptation rule is presented. This algorithm exhibits good performance in reaching… (More)
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Highly Cited
1993
Highly Cited
1993
The implementation of two neural network algorithms for visuo-motor control of an industrial robot (Puma 562) is reported. The… (More)
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