Learning And Soft Computing: Support Vector Machines, Neural Networks and Fuzzy Logic Models (Complex Adaptive Systems) - Tapa dura

Kecman, Vojislav

 
9780262112550: Learning And Soft Computing: Support Vector Machines, Neural Networks and Fuzzy Logic Models (Complex Adaptive Systems)
Tapa dura
ISBN 10: 0262112558 ISBN 13: 9780262112550
Editorial: The MIT Press, 2001

Sinopsis

This textbook provides a thorough introduction to the field of learning from experimental data and soft computing. Support vector machines (SVM) and neural networks (NN) are the mathematical structures, or models, that underlie learning, while fuzzy logic systems (FLS) enable us to embed structured human knowledge into workable algorithms. The book assumes that it is not only useful, but necessary, to treat SVM, NN, and FLS as parts of a connected whole. Throughout, the theory and algorithms are illustrated by practical examples, as well as by problem sets and simulated experiments. This approach enables the reader to develop SVM, NN, and FLS in addition to understanding them. The book also presents three case studies: on NN-based control, financial time series analysis, and computer graphics. A solutions manual and all of the MATLAB programs needed for the simulated experiments are available.

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Acerca del autor

Vojislav Kecman is Professor in the School of Engineering at Virginia Commonwealth University.

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

Editorial
The MIT Press
Año de publicación
2001
Idioma
Inglés
ISBN 10 
0262112558
ISBN 13 
9780262112550
Encuadernación
Tapa dura
Número de páginas
530
Contacto del fabricante
no disponible
Persona responsable
no disponible

Otras ediciones populares con el mismo título

9780262527903: Learning and Soft Computing: Support Vector Machines, Neural Networks, and Fuzzy Logic Models (Complex Adaptive Systems)

Edición Destacada

ISBN 10:  0262527901 ISBN 13:  9780262527903
Editorial: MIT Press, 2001
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