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Cover: 9780262527019 | Neural Smithing | Russell Reed (u. a.) | Taschenbuch | Paperback
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Neural Smithing
Supervised Learning in Feedforward Artificial Neural Networks
Taschenbuch von Russell Reed (u. a.)
Sprache: Englisch

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Beschreibung
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.

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.

Über den Autor
Russell Reed and Robert J MarksII
Details
Medium: Taschenbuch
ISBN-13: 9780262527019
ISBN-10: 0262527014
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Reed, Russell
Marks, Robert J
Hersteller: MIT Press
Maße: 235 x 191 x 19 mm
Von/Mit: Russell Reed (u. a.)
Erscheinungsdatum: 17.02.1999
Gewicht: 0,672 kg
Artikel-ID: 128147306
Über den Autor
Russell Reed and Robert J MarksII
Details
Medium: Taschenbuch
ISBN-13: 9780262527019
ISBN-10: 0262527014
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Reed, Russell
Marks, Robert J
Hersteller: MIT Press
Maße: 235 x 191 x 19 mm
Von/Mit: Russell Reed (u. a.)
Erscheinungsdatum: 17.02.1999
Gewicht: 0,672 kg
Artikel-ID: 128147306
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