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Item Details
| Title:
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NEURAL NETWORK LEARNING
THEORETICAL FOUNDATIONS |
| By: |
Martin Anthony, Peter L. Bartlett |
| Format: |
Paperback |
| List price:
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£47.99 |
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We currently do not stock this item, please contact the publisher directly for
further information.
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| ISBN 10: |
052111862X |
| ISBN 13: |
9780521118620 |
| Publisher: |
CAMBRIDGE UNIVERSITY PRESS |
| Pub. date: |
11 May, 2009 |
| Pages: |
404 |
| Description: |
This book describes theoretical advances in the study of artificial neural networks. |
| Synopsis: |
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. |
| Illustrations: |
29 line figures |
| Publication: |
UK |
| Imprint: |
Cambridge University Press |
| Returns: |
Returnable |
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