Synopsis
This book focuses on the different steps involved in the conception, implementation and application of Estimation of distribution algorithms (EDAs) that use Markov networks and undirected models in general.
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Markov Networks in Evolutionary Computation.
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Heidelberg, Springer., 2012
ISBN 10 : 3642288995
ISBN 13 : 9783642288999
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XIX, 243 p. Hardcover. Versand aus Deutschland / We dispatch from Germany via Air Mail. Einband bestoßen, daher Mängelexemplar gestempelt, sonst sehr guter Zustand. Imperfect copy due to slightly bumped cover, apart from this in very good condition. Stamped. Stamped. Adaptation, Learning, and Optimization, Vol. 14. Sprache: Englisch. N° de réf. du vendeur 3356IB
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Markov Networks in Evolutionary Computation (Adaptation, Learning, and Optimization, 14)
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Markov Networks in Evolutionary Computation
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Markov Networks in Evolutionary Computation (Adaptation, Learning, and Optimization, 14)
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Markov Networks in Evolutionary Computation
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Markov Networks in Evolutionary Computation
Edité par
Springer Berlin Heidelberg Apr 2012, 2012
ISBN 10 : 3642288995
ISBN 13 : 9783642288999
Neuf
Couverture rigide
Vendeur : BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Allemagne
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Buch. Etat : Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Markov networks and other probabilistic graphical modes have recently received an upsurge in attention from Evolutionary computation community, particularly in the area of Estimation of distribution algorithms (EDAs). EDAs have arisen as one of the most successful experiences in the application of machine learning methods in optimization, mainly due to their efficiency to solve complex real-world optimization problems and their suitability for theoretical analysis.This book focuses on the different steps involved in the conception, implementation and application of EDAs that use Markov networks, and undirected models in general. It can serve as a general introduction to EDAs but covers also an important current void in the study of these algorithms by explaining the specificities and benefits of modeling optimization problems by means of undirected probabilistic models. All major developments to date in the progressive introduction of Markov networks based EDAs are reviewed in the book. Hot current research trends and future perspectives in the enhancement and applicability of EDAs are also covered. The contributions included in the book address topics as relevant as the application of probabilistic-based fitness models, the use of belief propagation algorithms in EDAs and the application of Markov network based EDAs to real-world optimization problems. The book should be of interest to researchers and practitioners from areas such as optimization, evolutionary computation, and machine learning. 264 pp. Englisch. N° de réf. du vendeur 9783642288999
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Markov Networks in Evolutionary Computation
Edité par
Springer Berlin Heidelberg, 2012
ISBN 10 : 3642288995
ISBN 13 : 9783642288999
Neuf
Couverture rigide
Vendeur : moluna, Greven, Allemagne
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Etat : New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Offers a systematic presentation of the use of Markov Networks in Evolutionary ComputationFills a void in the current literature on the application of PGMs in evolutionary optimizationWritten by leading experts in the fieldMarkov. N° de réf. du vendeur 5055720
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Markov Networks in Evolutionary Computation
Edité par
Springer-Verlag GmbH, 2012
ISBN 10 : 3642288995
ISBN 13 : 9783642288999
Neuf
Couverture rigide
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Buch. Etat : Neu. Markov Networks in Evolutionary Computation | Roberto Santana (u. a.) | Buch | Einband - fest (Hardcover) | Englisch | 2012 | Springer-Verlag GmbH | EAN 9783642288999 | Verantwortliche Person für die EU: Lauinger, Sonia, Sonia Lauinger, Lauinger Verlag, Heinrich-Köhler-Platz 8, 76187 Karlsruhe, mail[at]lauinger-verlag[dot]de | Anbieter: preigu Print on Demand. N° de réf. du vendeur 106580337
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Markov Networks in Evolutionary Computation
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Etat : New. pp. 264. N° de réf. du vendeur 2658571832
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Markov Networks in Evolutionary Computation
Edité par
Springer Berlin Heidelberg, Springer Berlin Heidelberg Apr 2012, 2012
ISBN 10 : 3642288995
ISBN 13 : 9783642288999
Neuf
Couverture rigide
Vendeur : buchversandmimpf2000, Emtmannsberg, BAYE, Allemagne
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Buch. Etat : Neu. Neuware -Markov networks and other probabilistic graphical modes have recently received an upsurge in attention from Evolutionary computation community, particularly in the area of Estimation of distribution algorithms (EDAs). EDAs have arisen as one of the most successful experiences in the application of machine learning methods in optimization, mainly due to their efficiency to solve complex real-world optimization problems and their suitability for theoretical analysis.This book focuses on the different steps involved in the conception, implementation and application of EDAs that use Markov networks, and undirected models in general. It can serve as a general introduction to EDAs but covers also an important current void in the study of these algorithms by explaining the specificities and benefits of modeling optimization problems by means of undirected probabilistic models.All major developments to date in the progressive introduction of Markov networks based EDAs are reviewed in the book. Hot current research trends and future perspectives in the enhancement and applicability of EDAs are also covered. The contributions included in the book address topics as relevant as the application of probabilistic-based fitness models, the use of belief propagation algorithms in EDAs and the application of Markov network based EDAs to real-world optimization problems. The book should be of interest to researchers and practitioners from areas such as optimization, evolutionary computation, and machine learning. 264 pp. Englisch. N° de réf. du vendeur 9783642288999
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