Learning and Generalization provides a formal mathematical theory addressing intuitive questions of the type: * How does a machine learn a concept on the basis of examples? * How can a neural network, after training, correctly predict the outcome of a previously unseen input? * How much training is required to achieve a given 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 time? The second edition covers ...
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Learning and Generalization provides a formal mathematical theory addressing intuitive questions of the type: * How does a machine learn a concept on the basis of examples? * How can a neural network, after training, correctly predict the outcome of a previously unseen input? * How much training is required to achieve a given 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 time? The second edition covers new areas including: * support vector machines; * fat-shattering dimensions and applications to neural network learning; * learning with dependent samples generated by a beta-mixing process; * connections between system identification and learning theory; * probabilistic solution of 'intractable problems' in robust control and matrix theory using randomized algorithms. It also contains solutions to some of the open problems posed in the first edition, while adding new open problems.
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Add this copy of Learning and Generalization: With Applications to to cart. $130.13, good condition, Sold by Phatpocket Limited rated 4.0 out of 5 stars, ships from Waltham Abbey, ESSEX, UNITED KINGDOM, published 2002 by Springer.
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Good. Ships from UK in 48 hours or less (usually same day). Your purchase helps support Sri Lankan Children's Charity 'The Rainbow Centre'. Ex-library, so some stamps and wear, but in good overall condition. 100% money back guarantee. We are a world class secondhand bookstore based in Hertfordshire, United Kingdom and specialize in high quality textbooks across an enormous variety of subjects. We aim to provide a vast range of textbooks, rare and collectible books at a great price. Our donations to The Rainbow Centre have helped provide an education and a safe haven to hundreds of children who live in appalling conditions. We provide a 100% money back guarantee and are dedicated to providing our customers with the highest standards of service in the bookselling industry.
