Neural Network Learning: Theoretical Foundations

0 avg rating
( 0 ratings by Goodreads )
 
9780521118620: Neural Network Learning: Theoretical Foundations

This important work describes recent theoretical advances in the study of artificial neural networks. It explores probabilistic models of supervised learning problems, and addresses the key statistical and computational questions. Chapters survey research on pattern classification with binary-output networks, including a discussion of the relevance of the Vapnik Chervonenkis dimension, and of estimates of the dimension for several neural network models. In addition, Anthony and Bartlett develop a model of classification by real-output networks, and demonstrate the usefulness of classification with a "large margin." The authors explain the role of scale-sensitive versions of the Vapnik Chervonenkis dimension in large margin classification, and in real prediction. Key chapters also discuss the computational complexity of neural network learning, describing a variety of hardness results, and outlining two efficient, constructive learning algorithms. The book is self-contained and accessible to researchers and graduate students in computer science, engineering, and mathematics.

"synopsis" may belong to another edition of this title.

Book Description:

This book describes recent theoretical advances in the study of artificial neural networks. It explores probabilistic models of supervised learning problems, and addresses the key statistical and computational questions. The authors also discuss the computational complexity of neural network learning, describing a variety of hardness results, and outlining two efficient constructive learning algorithms. The book is essentially self-contained, since it introduces the necessary background material on probability, statistics, combinatorics and computational complexity; and it is intended to be accessible to researchers and graduate students in computer science, engineering, and mathematics.

Review:

"This book gives a thorough but nevertheless self-contained treatment of neural network learning from the perspective of computational learning theory." Mathematical Reviews

"This book is a rigorous treatise on neural networks that is written for advanced graduate students in computer science. Each chapter has a bibliographical section with helpful suggestions for further reading...this book would be best utilized within an advanced seminar context where the student would be assisted with examples, exercises, and elaborative comments provided by the professor." Telegraphic Reviews

"About this title" may belong to another edition of this title.

Buy New View Book
List Price: US$ 67.00
US$ 52.56

Convert Currency

Shipping: FREE
From United Kingdom to U.S.A.

Destination, Rates & Speeds

Add to Basket

Top Search Results from the AbeBooks Marketplace

1.

Martin Anthony, Peter L. Bartlett
Published by CAMBRIDGE UNIVERSITY PRESS, United Kingdom (2009)
ISBN 10: 052111862X ISBN 13: 9780521118620
New Paperback Quantity Available: 10
Print on Demand
Seller:
The Book Depository
(London, United Kingdom)
Rating
[?]

Book Description CAMBRIDGE UNIVERSITY PRESS, United Kingdom, 2009. Paperback. Book Condition: New. New.. Language: English . Brand New Book ***** Print on Demand *****.This book describes theoretical advances in the study of artificial neural networks. It explores probabilistic models of supervised learning problems, and addresses the key statistical and computational questions. Research on pattern classification with binary-output networks is surveyed, including a discussion of the relevance of the Vapnik-Chervonenkis dimension, and calculating estimates of the dimension for several neural network models. A model of classification by real-output networks is developed, and the usefulness of classification with a large margin is demonstrated. The authors explain the role of scale-sensitive versions of the Vapnik-Chervonenkis dimension in large margin classification, and in real prediction. They also discuss the computational complexity of neural network learning, describing a variety of hardness results, and outlining two efficient constructive learning algorithms. The book is self-contained and is intended to be accessible to researchers and graduate students in computer science, engineering, and mathematics. Bookseller Inventory # AAV9780521118620

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 52.56
Convert Currency

Add to Basket

Shipping: FREE
From United Kingdom to U.S.A.
Destination, Rates & Speeds

2.

Anthony, Martin/ Bartlett, Peter L.
Published by Cambridge Univ Pr (2009)
ISBN 10: 052111862X ISBN 13: 9780521118620
New Paperback Quantity Available: 1
Seller:
Revaluation Books
(Exeter, United Kingdom)
Rating
[?]

Book Description Cambridge Univ Pr, 2009. Paperback. Book Condition: Brand New. 1st edition. 403 pages. 8.75x5.75x0.75 inches. In Stock. Bookseller Inventory # __052111862X

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 50.40
Convert Currency

Add to Basket

Shipping: US$ 7.92
From United Kingdom to U.S.A.
Destination, Rates & Speeds

3.

Martin Anthony, Peter L. Bartlett
Published by CAMBRIDGE UNIVERSITY PRESS, United Kingdom (2009)
ISBN 10: 052111862X ISBN 13: 9780521118620
New Paperback Quantity Available: 10
Print on Demand
Seller:
The Book Depository US
(London, United Kingdom)
Rating
[?]

Book Description CAMBRIDGE UNIVERSITY PRESS, United Kingdom, 2009. Paperback. Book Condition: New. New.. Language: English . Brand New Book ***** Print on Demand *****. This book describes theoretical advances in the study of artificial neural networks. It explores probabilistic models of supervised learning problems, and addresses the key statistical and computational questions. Research on pattern classification with binary-output networks is surveyed, including a discussion of the relevance of the Vapnik-Chervonenkis dimension, and calculating estimates of the dimension for several neural network models. A model of classification by real-output networks is developed, and the usefulness of classification with a large margin is demonstrated. The authors explain the role of scale-sensitive versions of the Vapnik-Chervonenkis dimension in large margin classification, and in real prediction. They also discuss the computational complexity of neural network learning, describing a variety of hardness results, and outlining two efficient constructive learning algorithms. The book is self-contained and is intended to be accessible to researchers and graduate students in computer science, engineering, and mathematics. Bookseller Inventory # AAV9780521118620

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 58.80
Convert Currency

Add to Basket

Shipping: FREE
From United Kingdom to U.S.A.
Destination, Rates & Speeds

4.

Anthony, Martin
Published by Cambridge University Press (2009)
ISBN 10: 052111862X ISBN 13: 9780521118620
New Quantity Available: > 20
Print on Demand
Seller:
Books2Anywhere
(Fairford, GLOS, United Kingdom)
Rating
[?]

Book Description Cambridge University Press, 2009. PAP. Book Condition: New. New Book. Delivered from our UK warehouse in 3 to 5 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Bookseller Inventory # LQ-9780521118620

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 46.92
Convert Currency

Add to Basket

Shipping: US$ 11.89
From United Kingdom to U.S.A.
Destination, Rates & Speeds

5.

Anthony, Martin
Published by Cambridge University Press (2016)
ISBN 10: 052111862X ISBN 13: 9780521118620
New Paperback Quantity Available: 1
Print on Demand
Seller:
Ria Christie Collections
(Uxbridge, United Kingdom)
Rating
[?]

Book Description Cambridge University Press, 2016. Paperback. Book Condition: New. PRINT ON DEMAND Book; New; Publication Year 2016; Not Signed; Fast Shipping from the UK. No. book. Bookseller Inventory # ria9780521118620_lsuk

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 53.87
Convert Currency

Add to Basket

Shipping: US$ 5.11
From United Kingdom to U.S.A.
Destination, Rates & Speeds

6.

Anthony, Martin
Published by Cambridge University Press (2009)
ISBN 10: 052111862X ISBN 13: 9780521118620
New Quantity Available: > 20
Print on Demand
Seller:
Pbshop
(Wood Dale, IL, U.S.A.)
Rating
[?]

Book Description Cambridge University Press, 2009. PAP. Book Condition: New. New Book. Shipped from US within 10 to 14 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Bookseller Inventory # IQ-9780521118620

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 55.18
Convert Currency

Add to Basket

Shipping: US$ 3.99
Within U.S.A.
Destination, Rates & Speeds

7.

MARTIN ANTHONY , PETER L. BARTLETT
ISBN 10: 052111862X ISBN 13: 9780521118620
New Paperback Quantity Available: 1
Seller:
Herb Tandree Philosophy Books
(Stroud, GLOS, United Kingdom)
Rating
[?]

Book Description 2009. Paperback. Book Condition: NEW. 9780521118620 This listing is a new book, a title currently in-print which we order directly and immediately from the publisher. Bookseller Inventory # HTANDREE0446581

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 52.34
Convert Currency

Add to Basket

Shipping: US$ 10.55
From United Kingdom to U.S.A.
Destination, Rates & Speeds

8.

Anthony, Martin
Published by Cambridge University Press (2017)
ISBN 10: 052111862X ISBN 13: 9780521118620
New Paperback Quantity Available: > 20
Print on Demand
Seller:
Murray Media
(North Miami Beach, FL, U.S.A.)
Rating
[?]

Book Description Cambridge University Press, 2017. Paperback. Book Condition: New. Never used! This item is printed on demand. Bookseller Inventory # 052111862X

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 68.47
Convert Currency

Add to Basket

Shipping: US$ 1.99
Within U.S.A.
Destination, Rates & Speeds

9.

Martin Anthony, Peter L. Bartlett
Published by Cambridge University Press (2009)
ISBN 10: 052111862X ISBN 13: 9780521118620
New Paperback Quantity Available: 1
Seller:
Ergodebooks
(RICHMOND, TX, U.S.A.)
Rating
[?]

Book Description Cambridge University Press, 2009. Paperback. Book Condition: New. 1. Bookseller Inventory # DADAX052111862X

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 69.54
Convert Currency

Add to Basket

Shipping: US$ 3.99
Within U.S.A.
Destination, Rates & Speeds

10.

Martin Anthony; Peter L. Bartlett
Published by Cambridge University Press (2009)
ISBN 10: 052111862X ISBN 13: 9780521118620
New Paperback First Edition Quantity Available: 1
Seller:
Irish Booksellers
(Rumford, ME, U.S.A.)
Rating
[?]

Book Description Cambridge University Press, 2009. Paperback. Book Condition: New. book. Bookseller Inventory # M052111862X

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 75.59
Convert Currency

Add to Basket

Shipping: FREE
Within U.S.A.
Destination, Rates & Speeds

There are more copies of this book

View all search results for this book