Neural Network Learning Theoretical Foundations

Neural Network Learning
  • Engels
  • Paperback
  • 9780521118620
  • Druk: 1
  • augustus 2009
  • 404 pagina's
Alle productspecificaties

Samenvatting

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.

Recensie(s)

'The book is a useful and readable mongraph. For beginners it is a nice introduction to the subject, for experts a valuable reference.' Zentralblatt MATH 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

Productspecificaties

Inhoud

Taal
Engels
Bindwijze
Paperback
Druk
1
Verschijningsdatum
2009-08-20
Aantal pagina's
404 pagina's
Illustraties
Nee

EAN

EAN
9780521118620

Overige kenmerken

Extra groot lettertype
Nee
Oorspronkelijke releasedatum
2009-08-20
Subtitel
Theoretical Foundations
Thema Subject Code
UYQN

Je vindt dit artikel in

Categorieën
Boek, ebook of luisterboek?
Boek
Studieboek of algemeen
Algemene boeken
Taal
Engels
Nog geen reviews
62 99
2 - 3 weken Tooltip
Verkoop door bol.com
  • Gratis verzending
  • 30 dagen bedenktijd en gratis retourneren
  • Ophalen bij een bol.com afhaalpunt mogelijk
  • Dag en nacht klantenservice

Vaak samen gekocht