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Metaheuristic Procedures for Training Neural Networks

Gebonden Engels 2006 2006e druk 9780387334158
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

This book provides successful implementations of metaheuristic methods for neural network training. It is the first book to achieve this objective. Moreover, the basic principles and fundamental ideas given in the book will allow the readers to create successful training methods on their own. Overall, the book's aim is to provide a broad coverage of the concepts, methods, and tools of the important area of ANNs within the realm of continuous optimization.

Specificaties

ISBN13:9780387334158
Taal:Engels
Bindwijze:gebonden
Aantal pagina's:252
Uitgever:Springer US
Druk:2006

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Inhoudsopgave

Classical Training Methods.- Local Search Based Methods.- Simulated Annealing.- Tabu Search.- Variable Neighbourhood Search.- Population Based Methods.- Estimation of Distribution Algorithms.- Genetic Algorithms.- Scatter Search.- Other Advanced Methods.- Ant Colony Optimization.- Cooperative Coevolutionary Methods.- Greedy Randomized Adaptive Search Procedures.- Memetic Algorithms.

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        Metaheuristic Procedures for Training Neural Networks