Verwandte Artikel zu A Theory of Learning and Generalization (Communications...
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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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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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A Theory of Learning and Generalization : With Applications to Neural Networks and Control Systems
Verlag:
Springer-Verlag GmbH & Co. KG, 1997
ISBN 10: 3540761209
ISBN 13: 9783540761204
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Hardcover
Anbieter: Buchpark, Trebbin, Deutschland
Verkäuferbewertung 5 von 5 Sternen
Zustand: Sehr gut. Zustand: Sehr gut | Seiten: 401 | Sprache: Englisch | Produktart: Bücher. Bestandsnummer des Verkäufers 18747/202
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A Theory of Learning and Generalization
Verlag:
Springer-Verlag Berlin and Heidelberg GmbH & Co. K, 1996
ISBN 10: 3540761209
ISBN 13: 9783540761204
Gebraucht
Hardcover
Anbieter: Ammareal, Morangis, Frankreich
Verkäuferbewertung 5 von 5 Sternen
Hardcover. Zustand: Très bon. Ancien livre de bibliothèque. Légères traces d'usure sur la couverture. Edition 1996. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, Very good. Former library book. Slight signs of wear on the cover. Edition 1996. Ammareal gives back up to 15% of this item's net price to charity organizations. Bestandsnummer des Verkäufers E-860-994
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A Theory of Learning and Generalization (Electronic Workshops in Computing)
Anbieter: Mispah books, Redhill, SURRE, Vereinigtes Königreich
Verkäuferbewertung 4 von 5 Sternen
Hardcover. Zustand: Like New. Like New. book. Bestandsnummer des Verkäufers ERICA77335407612096
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