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Markov Networks in Evolutionary Computation

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...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor Corporativo: SpringerLink (Online service)
Otros Autores: Shakya, Siddhartha (Editor ), Santana, Roberto (Editor )
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2012.
Edición:1st ed. 2012.
Colección:Adaptation, Learning, and Optimization, 14
Temas:
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • From the content: Probabilistic Graphical Models and Markov Networks
  • A review of Estimation of Distribution Algorithms and Markov networks
  • MOA - Markovian Optimisation Algorithm
  • DEUM - Distribution Estimation Using Markov Networks
  • MN-EDA and the use of clique-based factorisations in EDAs
  • Convergence Theorems of Estimation of Distribution Algorithms
  • Adaptive Evolutionary Algorithm based on a Cliqued Gibbs Sampling over Graphical Markov Model Structure.