MLMVN With Soft Margins Learning

In this paper, we consider a modified error-correction learning rule for the multilayer neural network with multivalued neurons (MLMVN). This modification is based on the soft margins technique, which leads to the minimization of the distance between a cluster center and the learning samples belongi...

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Veröffentlicht in:	IEEE transaction on neural networks and learning systems 2014-09, Vol.25 (9), p.1632-1644
1. Verfasser:	Aizenberg, Igor
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Backpropagation Biological neural networks Classification Clustering algorithms Clusters complex-valued neural networks (CVNNs) Error correction Learning multilayer neural network with multivalued neuron (MLMVN) Multilayers MVN Neural networks Neurons Nonhomogeneous media soft margins Support vector machines
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