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Supervised learning with complex-valued neural networks

Autor: Sundaram Suresh; Narasimhan Sundararajan; Ramasamy Savitha
Editora: Berlin ; New York : Springer, ©2013.
Séries: Studies in computational intelligence, 421.
Edição/Formato   e-book : Documento : InglêsVer todas as edições e formatos
Resumo:
Recent advancements in the field of telecommunications, medical imaging and signal processing deal with signals that are inherently time varying, nonlinear and complex-valued. The time varying, nonlinear characteristics of these signals can be effectively analyzed using artificial neural networks. Furthermore, to efficiently preserve the physical characteristics of these complex-valued signals, it is important to  Ler mais...
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Detalhes

Gênero/Forma: Electronic books
Tipo de Material: Documento, Recurso Internet
Tipo de Documento Recursos de internet, Arquivo de computador
Todos os Autores / Contribuintes: Sundaram Suresh; Narasimhan Sundararajan; Ramasamy Savitha
ISBN: 9783642294914 364229491X 3642294901 9783642294907
Número OCLC: 805398598
Descrição: 1 online resource.
Conteúdos: Introduction --
Fully Complex-valued Multi Layer Perceptron Networks --
A Fully Complex-valued Radial Basis Function Network and Its Learning Algorithm --
Fully Complex-valued Relaxation Networks --
Performance Study on Complex-valued Function Approximation Problems --
Circular Complex-valued Extreme Learning Machine Classifier --
Performance Study on Real-valued Classification Problems --
Complex-valued Self-regulatory Resource Allocation Network (CSRAN).
Título da Série: Studies in computational intelligence, 421.
Responsabilidade: Sundaram Suresh, Narasimhan Sundararajan, and Ramasamy Savitha.

Resumo:

A new generation of neural networks is needed in telecommunications, medical imaging and signal processing as signals become more complex and nonlinear. This survey of the latest complex-valued  Ler mais...

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