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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Technik Allg. & Lexika Markov Networks in Evolutionary Computation
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Markov Networks in Evolutionary Computation
(Gebundene Ausgabe, Englisch)
Optischer Zustand
Beschreibung
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. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
20.04.2012
Sprache
Englisch
EAN
9783642288999
Herausgeber
Springer Berlin
Serien- oder Bandtitel
Adaptation, Learning, and Optimization
Sonderedition
Nein
Seitenanzahl
244
Auflage
1
Einbandart
Gebundene Ausgabe
Bandzählung
14
Schlagwörter
Estimation of Distribution Algorithms, Evolutionary Algorithms, Graphical Models, Markov Models, Metaheuristics, Optimization
Thema-Inhalt
UYQ - Künstliche Intelligenz
KCA - Wirtschaftstheorie und -philosophie
Höhe
235 mm
Breite
15.5 cm
Transparenz & Sicherheit
Hersteller: Springer Spektrum, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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