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Statistical mechanics of learning [electronic resource] / A. Engel, C. van den Broeck.

By: Engel, A. (Andreas), 1957-.
Contributor(s): Broeck, C. van den (Christian), 1954-.
Material type: TextTextPublisher: Cambridge, UK ; New York, NY : Cambridge University Press, 2001Description: 1 online resource (xi, 329 p.) : ill.ISBN: 051102021X (electronic bk.); 9780511020216 (electronic bk.); 9781139164542 (electronic bk.); 1139164546 (electronic bk.).Subject(s): Neural networks (Computer science) | Learning | Artificial intelligence | R�eseaux neuronaux (Informatique) | Apprentissage | Intelligence artificielle | COMPUTERS -- Enterprise Applications -- Business Intelligence Tools | COMPUTERS -- Intelligence (AI) & Semantics | Redes neurales (Computaci�on) | Aprendizaje | Inteligencia artificial | apprentissage non supervis�e | r�eseau neuronal artificiel | perceptron | apprentissage statistique | m�ecanique statistique | Leren | Neurale netwerken | Kunstmatige intelligentie | R�eseaux neuronaux (informatique) | Intelligence artificielle | Apprentissage professionnel | K�unstliche Intelligenz | Lerntheorie | Maschinelles Lernen | Statistische MechanikGenre/Form: Electronic books.Additional physical formats: Print version:: Statistical mechanics of learning.DDC classification: 006.3 Other classification: 31.80 | 33.26 | DAT 708f | DAT 717f | PHY 057f | ST 285 | ST 300 Online resources: EBSCOhost
Contents:
Getting started -- Perceptron learning -- basics -- Choice of learning rules -- Augmented statistical mechanics formulation -- Noisy teachers -- Storage problem -- Discontinuous learning -- Unsupervised learning -- On-line learning -- Making contact with statistics -- Bird's eye view: multifractals -- Multilayer networks -- On-line learning in multilayer networks -- What else?
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Includes bibliographical references (p. 313-325) and index.

Getting started -- Perceptron learning -- basics -- Choice of learning rules -- Augmented statistical mechanics formulation -- Noisy teachers -- Storage problem -- Discontinuous learning -- Unsupervised learning -- On-line learning -- Making contact with statistics -- Bird's eye view: multifractals -- Multilayer networks -- On-line learning in multilayer networks -- What else?

Description based on print version record.

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Other editions of this work

Statistical mechanics of learning by Engel, A. ©2001
Statistical mechanics of learning by Engel, A. ©2001
Statistical mechanics of learning by Engel, A. ©2001
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