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Neural Smithing: Supervised Learning in Feedforward Artificial Neural Networks

Neural Smithing: Supervised Learning in Feedforward Artificial Neural Networks Cover

Synopses & Reviews

Publisher Comments:

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.

Synopsis:

This text presents an extensive and practical overview of almost every aspect of MLP (multilayer perceptrons) 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.

Product Details

ISBN:
9780262181907
Subtitle:
Supervised Learning in Feedforward Artificial Neural Networks
Author:
Reed, Russell D.
Author:
II, Robert J. Marks
Author:
Marks, Robert J., II
Publisher:
Bradford Book
Location:
Cambridge, Mass. :
Subject:
Computer Science
Subject:
Artificial Intelligence
Subject:
Neural Networks
Subject:
Neural networks (computer science)
Subject:
Artificial Intelligence - General
Subject:
Intelligence (AI) & Semantics
Series:
Bradford Books
Publication Date:
March 1999
Binding:
Hardcover
Grade Level:
Professional and scholarly
Language:
English
Illustrations:
Yes
Pages:
352
Dimensions:
9.36x7.25x1.03 in. 1.79 lbs.

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