9780805812589-080581258X-Backpropagation: Theory, Architectures, and Applications (Developments in Connectionist Theory Series)

Backpropagation: Theory, Architectures, and Applications (Developments in Connectionist Theory Series)

ISBN-13: 9780805812589
ISBN-10: 080581258X
Publication date: 1995
Publisher: Psychology Press
Format: Hardcover 576 pages
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Book details

ISBN-13: 9780805812589
ISBN-10: 080581258X
Publication date: 1995
Publisher: Psychology Press
Format: Hardcover 576 pages

Summary

Acknowledged author wrote Backpropagation: Theory, Architectures, and Applications (Developments in Connectionist Theory Series) comprising 576 pages back in 1995. Textbook and eTextbook are published under ISBN 080581258X and 9780805812589. Since then Backpropagation: Theory, Architectures, and Applications (Developments in Connectionist Theory Series) textbook was available to sell back to BooksRun online for the top buyback price or rent at the marketplace.

Description

Composed of three sections, this book presents the most popular training algorithm for neural networks: backpropagation. The first section presents the theory and principles behind backpropagation as seen from different perspectives such as statistics, machine learning, and dynamical systems. The second presents a number of network architectures that may be designed to match the general concepts of Parallel Distributed Processing with backpropagation learning. Finally, the third section shows how these principles can be applied to a number of different fields related to the cognitive sciences, including control, speech recognition, robotics, image processing, and cognitive psychology. The volume is designed to provide both a solid theoretical foundation and a set of examples that show the versatility of the concepts. Useful to experts in the field, it should also be most helpful to students seeking to understand the basic principles of connectionist learning and to engineers wanting to add neural networks in general -- and backpropagation in particular -- to their set of problem-solving methods.
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