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cond-mat.dis-nn1999
Generalization in the Hopfield Model
Leonid B. Litinskii
In the Hopfield model the ability of the network to generalization is studied in the case of the network trained by one input image ({\it the standard}).
cond-mat.dis-nn1999
Energy Functional and Fixed Points of a Neural Networks
Leonid B. Litinskii
It turned out that the set of the fixed points is not necessarily the same as the set of the local minima of the energy functional. It depends on the diagonal elements of the conne…
cond-mat.dis-nn1999
Fixed points of Hopfield type neural networks
Leonid B. Litinskii
The set of the fixed points of the Hopfield type network is under investigation. The connection matrix of the network is constructed according the Hebb rule from the set of memoriz…