Minimum Error Entropy Classification: 420 (Studies in Computational Intelligence) - Tapa blanda

Marques De Sá, Joaquim P.; Silva, Luís M.A.; Santos, Jorge M.F.; Alexandre, Luís A.

 
9783642437427: Minimum Error Entropy Classification: 420 (Studies in Computational Intelligence)
Tapa blanda
ISBN 10: 3642437427 ISBN 13: 9783642437427
Editorial: Springer, 2014

Sinopsis

This book explains the minimum error entropy (MEE) concept applied to data classification machines. Theoretical results on the inner workings of the MEE concept, in its application to solving a variety of classification problems, are presented in the wider realm of risk functionals.

Researchers and practitioners also find in the book a detailed presentation of practical data classifiers using MEE. These include multi‐layer perceptrons, recurrent neural networks, complexvalued neural networks, modular neural networks, and decision trees. A clustering algorithm using a MEE‐like concept is also presented. Examples, tests, evaluation experiments and comparison with similar machines using classic approaches, complement the descriptions.

"Sinopsis" puede pertenecer a otra edición de este libro.

De la contraportada

This book explains the minimum error entropy (MEE) concept applied to data classification machines. Theoretical results on the inner workings of the MEE concept, in its application to solving a variety of classification problems, are presented in the wider realm of risk functionals.

Researchers and practitioners also find in the book a detailed presentation of practical data classifiers using MEE. These include multi-layer perceptrons, recurrent neural networks, complexvalued neural networks, modular neural networks, and decision trees. A clustering algorithm using a MEE-like concept is also presented. Examples, tests, evaluation experiments and comparison with similar machines using classic approaches, complement the descriptions.

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Springer
Año de publicación
2014
Idioma
Inglés
ISBN 10 
3642437427
ISBN 13 
9783642437427
Encuadernación
Tapa blanda
Número de páginas
280
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Edición Destacada

ISBN 10:  3642290280 ISBN 13:  9783642290282
Editorial: Springer, 2012
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