A Theory of Learning and Generalization : With Applications to Neural Networks and Control Systems (Communications and Control Engineering)
Description:
A Theory of Learning and Generalization 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 is the first book to treat 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. An extensive references section and open problems will help readers to develop their own work in the field.
Best prices to buy, sell, or rent ISBN 9783540761204
Frequently Asked Questions about A Theory of Learning and Generalization : With Applications to Neural Networks and Control Systems (Communications and Control Engineering)
The price for the book starts from $46.74 on Amazon and is available from 4 sellers at the moment.
If you’re interested in selling back the A Theory of Learning and Generalization : With Applications to Neural Networks and Control Systems (Communications and Control Engineering) book, you can always look up BookScouter for the best deal. BookScouter checks 30+ buyback vendors with a single search and gives you actual information on buyback pricing instantly.
As for the A Theory of Learning and Generalization : With Applications to Neural Networks and Control Systems (Communications and Control Engineering) book, the best buyback offer comes from and is $ for the book in good condition.
The A Theory of Learning and Generalization : With Applications to Neural Networks and Control Systems (Communications and Control Engineering) book is in very low demand now as the rank for the book is 9,756,045 at the moment. A rank of 1,000,000 means the last copy sold approximately a month ago.
Not enough insights yet.