Optimization of Neural Network Parameter using Genetic Algorithm: Extraction of Neural Network Weights using Genetic Algorithm Based Back propagation Network - Couverture souple

Panchal, Gaurang; Ganatra, Amit

 
9783848447473: Optimization of Neural Network Parameter using Genetic Algorithm: Extraction of Neural Network Weights using Genetic Algorithm Based Back propagation Network
Couverture souple
ISBN 10 : 3848447479 ISBN 13 : 9783848447473
Editeur : LAP LAMBERT Academic Publishing, 2012

Synopsis

Genetic Algorithms are one of the most powerful techniques in optimization and search problems. The Objective was, to understand this powerful technique and to explain it in better way so as to expand its field of application.The algorithm is so versatile that it can be used in any field.The objective of the GA is to find an optimal solution to a problem. Since Gas is heuristic procedures, they are not guaranteed to find the optimal solution, but they are able to find very good solutions for a wide range of problems.The use of both, genetic algorithms and artificial neural networks, was originally motivated by the astonishing success of these concepts in there biological counterparts.Despite their totally deferent approaches, both can merely be seen as optimization methods, which are used in a wide range of applications.They are capable to finding solution to hard NP-based Problems. Neural Networks utilizing back propagation based learning have promisingly showed results to a vast variety of function and problems. TSP is one such classical problem for theoretical computation.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2012
Langue
anglais
ISBN 10 
3848447479
ISBN 13 
9783848447473
Reliure
Broché
Nombre de pages
92
Coordonnées du fabricant
non disponible
Personne responsable
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