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Complex-Valued Neural Networks with Multi-Valued Neurons

Complex-Valued Neural Networks have higher functionality, learn faster and generalize better than their real-valued counterparts. This book is devoted to the Multi-Valued Neuron (MVN) and MVN-based neural networks. It contains a comprehensive observation of MVN theory, its learning, and applications...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Aizenberg, Igor (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2011.
Edición:1st ed. 2011.
Colección:Studies in Computational Intelligence, 353
Temas:
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • Why We Need Complex-Valued Neural Networks?
  • The Multi-Valued Neuron
  • MVN Learning
  • Multilayer Feedforward Neural Network based on Multi-Valued Neurons (MLMVN)
  • Multi-Valued Neuron with a Periodic Activation Function
  • Applications of MVN and MLMVN.