Neural Networks and Learning Machines

HAYKIN, Simon

ISBN 10: 0131471392 ISBN 13: 9780131471399

Verlag: Pearson, New York, 2009

Sprache: Englisch

Zustand: Fine Hardcover

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Beschreibung

xxx, 906 p. 24 cm. Numerous figures. Black and red text. Hardcover.

Bestandsnummer des Verk�ufers 125547

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Bibliografische Details

Titel

Neural Networks and Learning Machines

Verlag

Pearson, New York

Ver�ffentlichungsdatum

2009

Sprache

Englisch

ISBN-10

0131471392

ISBN-13

9780131471399

Bindung

Hardcover

Ausgabe

Third Edition.

Zustand

Fine

Verk�uferkataloge

Science

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Inhaltsangabe

For graduate-level neural network courses offered in the departments of Computer Engineering, Electrical Engineering, and Computer Science.

Neural Networks and Learning Machines, Third Edition is renowned for its thoroughness and readability. This well-organized and completely up-to-date text remains the most comprehensive treatment of neural networks from an engineering perspective. This is ideal for professional engineers and research scientists.

Matlab codes used for the computer experiments in the text are available for download at: http://www.pearsonhighered.com/haykin/

Refocused, revised and renamed to reflect the duality of neural networks and learning machines, this edition recognizes that the subject matter is richer when these topics are studied together. Ideas drawn from neural networks and machine learning are hybridized to perform improved learning tasks beyond the capability of either independently.

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Neural Networks and Learning Machines

Third Edition

Simon Haykin

McMaster University, Canada

This third edition of a classic book presents a comprehensive treatment of neural networks and learning machines. These two pillars that are closely related. The book has been revised extensively to provide an up-to-date treatment of a subject that is continually growing in importance. Distinctive features of the book include:

• On-line learning algorithms rooted in stochastic gradient descent; small-scale and large-scale learning problems.

• Kernel methods, including support vector machines, and the representer theorem.

• Information-theoretic learning models, including copulas, independent components analysis (ICA), coherent ICA, and information bottleneck.

• Stochastic dynamic programming, including approximate and neurodynamic procedures.

• Sequential state-estimation algorithms, including Kalman and particle filters.

• Recurrent neural networks trained using sequential-state estimation algorithms.

• Insightful computer-oriented experiments.

Just as importantly, the book is written in a readable style that is Simon Haykin’s hallmark.

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