On the stationary state of Kohonen's self-organizing sensory mapping
Biological Cybernetics
Neural computation and self-organizing maps: an introduction
Neural computation and self-organizing maps: an introduction
Comparison of SOM point densities based on different criteria
Neural Computation
Magnification Control in Self-Organizing Maps and Neural Gas
Neural Computation
Winner-Relaxing Self-Organizing Maps
Neural Computation
Magnification control in winner relaxing neural gas
Neurocomputing
The effect of concave and convex weight adjustments on self-organizing maps
IEEE Transactions on Neural Networks
Topology preservation in self-organizing feature maps: exact definition and measurement
IEEE Transactions on Neural Networks
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We investigate, by a systematic numerical study, the parameter dependence of the stability of the Kohonen Self-Organizing Map and the Zheng and Greenleaf concave and convex learning with respect to different input distributions, input and output dimensions. Topical groups: Advances in Neural Network Learning Methods, Neural and hybrid architectures and learning algorithms, Self-organization.