Error potentials for self-organization
Tom Heskes, Bert Kappen · 2002
An error potential for self-organizing learning rules is given. The gradient of this error potential leads to the well-known learning rule of Kohonen, except for the determination of the 'winning' unit. The existence of an error potential facilitates a global description of the learning process. A one-dimensional topological map is treated as an example.>