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Detalles bibliogr�ficos

T�tulo: A Theory of Learning and Generalization : With Applications to Neural Networks and Control Systems (Communications and Control Engineering)
Editor: Springer Verlag
Fecha de publicaci�n: 1997
Idioma: Ingl�s
ISBN 10: 3540761209
ISBN 13: 9783540761204
Encuadernaci�n: Encuadernaci�n de tapa dura
Estado: Good

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Sinopsis

Provides a formal mathematical theory for addressing intuitive questions of the type: How does a machine learn a new concept on the basis of examples? How can a neural network, after sufficient training, correctly predict the output of a previously unseen input? How much training is required to achieve a specified level of accuracy in the prediction? How can one "identify" the dynamical behaviour of a nonlinear control system by observing its input-output behaviour over a finite interval of time? This text treats the problem of machine learning in conjunction with the theory of empirical processes, the latter being a well-established branch of probability theory. The treatment of both topics side by side leads to new insights, as well as new results in both topics.

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Phatpocket Limited is a world class secondhand bookstore located in the Hertfordshire countryside in the United Kingdom. We specialize in textbooks across an enormous variety of subjects. We aim to provide a low cost source of high quality textbooks to the academic community. We also have a sizable collection of rare and collectible books. We are dedicated to providing our customers with the highest standard of customer service in the bookselling business.Phatpocket Limited is registered in England and Wales: No. 04924751.

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