The Cross-Entropy Method: A Unified Approach to Combinatorial Optimization, Monte-Carlo Simulation and Machine Learning - Couverture souple

Rubinstein, Reuven Y. Y.; Kroese, Dirk P.

9781441919403: The Cross-Entropy Method: A Unified Approach to Combinatorial Optimization, Monte-Carlo Simulation and Machine Learning

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ISBN 10 : 1441919406 ISBN 13 : 9781441919403

Editeur : Springer, 2011

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The cross-entropy (CE) method is one of the most significant developments in randomized optimization and simulation in recent years. This book explains in detail how and why the CE method works. The simplicity and versatility of the method is illustrated via a diverse collection of optimization and estimation problems. The book is aimed at a broad audience of engineers, computer scientists, mathematicians, statisticians and in general anyone, theorist and practitioner, who is interested in smart simulation, fast optimization, learning algorithms, and image processing.

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Pr�sentation de l'�diteur

Rubinstein is the pioneer of the well-known score function and cross-entropy methods.

Accessible to a broad audience of engineers, computer scientists, mathematicians, statisticians and in general anyone, theorist and practitioner, who is interested in smart simulation, fast optimization, learning algorithms, and image processing.

Les informations fournies dans la section � A propos du livre � peuvent faire r�f�rence � une autre �dition de ce titre.

�diteur: Springer
Date d'�dition: 2011
Langue: anglais
ISBN 10: 1441919406
ISBN 13: 9781441919403
Reliure: Broch�
Nombre de pages: 324
Coordonn�es du fabricant: non disponible
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9780387212401: The Cross-Entropy Method: A Unified Approach To Combinatorial Optimization, Monte-Carlo Simulation, and Machine Learning

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ISBN 10 : 038721240X ISBN 13 : 9780387212401
Editeur : Springer-Verlag New York Inc., 2004
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Springer, 2013 (Couverture souple)

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The Cross-Entropy Method

Reuven Y. Rubinstein|Dirk P. Kroese

Edit� par Springer New York, 2011

ISBN 10 : 1441919406 ISBN 13 : 9781441919403

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Etat : New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. A comprehensive and accessible introduction to the cross-entropy (CE) methodBased on an advanced undergraduate course on the CE method, given at the Israel Institute of Technology (Technion) for the last three yearsRubinstein is the pio. N� de r�f. du vendeur 4172503

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The Cross-Entropy Method

Dirk P. Kroese

Edit� par Springer New York Dez 2011, 2011

ISBN 10 : 1441919406 ISBN 13 : 9781441919403

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Taschenbuch. Etat : Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Rubinstein is the pioneer of the well-known score function and cross-entropy methods.Accessible to a broad audience of engineers, computer scientists, mathematicians, statisticians and in general anyone, theorist and practitioner, who is interested in smart simulation, fast optimization, learning algorithms, and image processing. 324 pp. Englisch. N� de r�f. du vendeur 9781441919403

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The Cross-Entropy Method : A Unified Approach to Combinatorial Optimization, Monte-Carlo Simulation and Machine Learning

Dirk P. Kroese

Edit� par Springer New York, 2011

ISBN 10 : 1441919406 ISBN 13 : 9781441919403

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Taschenbuch. Etat : Neu. Druck auf Anfrage Neuware - Printed after ordering - This book is a comprehensive and accessible introduction to the cross-entropy (CE) method. The CE method started life around 1997 when the first author proposed an adaptive algorithm for rare-event simulation using a cross-entropy minimization technique. It was soon realized that the underlying ideas had a much wider range of application than just in rare-event simulation; they could be readily adapted to tackle quite general combinatorial and multi-extremal optimization problems, including many problems associated with the field of learning algorithms and neural computation. The book is based on an advanced undergraduate course on the CE method, given at the Israel Institute of Technology (Technion) for the last three years. It is aimed at a broad audience of engineers, computer scientists, mathematicians, statisticians and in general anyone, theorist or practitioner, who is interested in smart simulation, fast optimization, learning algorithms, image processing, etc. Our aim was to write a book on the CE method which was accessible to advanced undergraduate students and engineers who simply want to apply the CE method in their work, while at the same time accentu ating the unifying and novel mathematical ideas behind the CE method, so as to stimulate further research at a postgraduate level. N� de r�f. du vendeur 9781441919403

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The Cross-Entropy Method: A Unified Approach to Combinatorial Optimization, Monte-Carlo Simulation and Machine Learning (Information Science and Statistics)

Rubinstein, Reuven Y. Y.; Kroese, Dirk P.

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ISBN 10 : 1441919406 ISBN 13 : 9781441919403

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The Cross-Entropy Method

Dirk P. Kroese

Edit� par Springer New York, Springer US Dez 2011, 2011

ISBN 10 : 1441919406 ISBN 13 : 9781441919403

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Taschenbuch. Etat : Neu. This item is printed on demand - Print on Demand Titel. Neuware -This book is a comprehensive and accessible introduction to the cross-entropy (CE) method. The CE method started life around 1997 when the first author proposed an adaptive algorithm for rare-event simulation using a cross-entropy minimization technique. It was soon realized that the underlying ideas had a much wider range of application than just in rare-event simulation; they could be readily adapted to tackle quite general combinatorial and multi-extremal optimization problems, including many problems associated with the field of learning algorithms and neural computation. The book is based on an advanced undergraduate course on the CE method, given at the Israel Institute of Technology (Technion) for the last three years. It is aimed at a broad audience of engineers, computer scientists, mathematicians, statisticians and in general anyone, theorist or practitioner, who is interested in smart simulation, fast optimization, learning algorithms, image processing, etc. Our aim was to write a book on the CE method which was accessible to advanced undergraduate students and engineers who simply want to apply the CE method in their work, while at the same time accentu ating the unifying and novel mathematical ideas behind the CE method, so as to stimulate further research at a postgraduate level.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 324 pp. Englisch. N� de r�f. du vendeur 9781441919403

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The Cross-Entropy Method: A Unified Approach to Combinatorial Optimization, Monte-Carlo Simulation and Machine Learning

Reuven Y. Rubinstein

Edit� par Springer-Verlag New York Inc., 2011

ISBN 10 : 1441919406 ISBN 13 : 9781441919403

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