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Neural Smithing: Supervised Learning in Feedforward Artificial Neural Networks (A Bradford Book) - Tapa blanda

Reed, Russell; Marks II, Robert J

 
9780262527019: Neural Smithing: Supervised Learning in Feedforward Artificial Neural Networks (A Bradford Book)
Tapa blanda
ISBN 10: 0262527014 ISBN 13: 9780262527019
Editorial: MIT Press, 1999

Sinopsis

Artificial neural networks are nonlinear mapping systems whose structure is loosely based on principles observed in the nervous systems of humans and animals. The basic idea is that massive systems of simple units linked together in appropriate ways can generate many complex and interesting behaviors. This book focuses on the subset of feedforward artificial neural networks called multilayer perceptrons (MLP). These are the mostly widely used neural networks, with applications as diverse as finance (forecasting), manufacturing (process control), and science (speech and image recognition).

This book presents an extensive and practical overview of almost every aspect of MLP methodology, progressing from an initial discussion of what MLPs are and how they might be used to an in-depth examination of technical factors affecting performance. The book can be used as a tool kit by readers interested in applying networks to specific problems, yet it also presents theory and references outlining the last ten years of MLP research.

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Reseña del editor

Artificial neural networks are nonlinear mapping systems whose structure is loosely based on principles observed in the nervous systems of humans and animals. The basic idea is that massive systems of simple units linked together in appropriate ways can generate many complex and interesting behaviors. This book focuses on the subset of feedforward artificial neural networks called multilayer perceptrons (MLP). These are the mostly widely used neural networks, with applications as diverse as finance (forecasting), manufacturing (process control), and science (speech and image recognition). This book presents an extensive and practical overview of almost every aspect of MLP methodology, progressing from an initial discussion of what MLPs are and how they might be used to an in-depth examination of technical factors affecting performance. The book can be used as a tool kit by readers interested in applying networks to specific problems, yet it also presents theory and references outlining the last ten years of MLP research.

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

Editorial
MIT Press
Año de publicación
1999
Idioma
Inglés
ISBN 10 
0262527014
ISBN 13 
9780262527019
Encuadernación
Tapa blanda
Número de páginas
358
Contacto del fabricante
no disponible
Persona responsable
no disponible