Neural Networks Ensembles: Existing Methods and New Techniques - Couverture souple

Akhand, M. A. H.; Murase, K.

 
9783838391373: Neural Networks Ensembles: Existing Methods and New Techniques
Couverture souple
ISBN 10 : 3838391373 ISBN 13 : 9783838391373
Editeur : LAP Lambert Academic Publishing, 2010

Synopsis

Artificial neural network is designed with the goal of building intelligent machines to solve complex perceptual problems, such as pattern classification, by mimicking the networks of real neurons in the human brain. To achieve better performance over a single neural network, ensembles construction with several neural networks has become a nutritious filed of research. This book presents the basics of ensemble construction and discusses several existing ensemble methods. A large number of benchmark problems from different application domains were considered for evaluating the methods. After the discussion of the existing methods three new different techniques of ensemble constructions are explained in three different chapters. Last two chapters of this book are to discuss the new techniques on a common ground and draw the conclusions of this work together with the outline of future directions of research opened by this work.

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À propos des auteurs

M. A. H. Akhand received doctoral degree in System Design Engineering from Univ. of Fukui, Japan. He is an Assist. Prof., Dept. of CSE, Khulna Univ. of Engineering & Technology, Bangladesh. K. Murase received PhD in Biomedical Engineering from Iowa State Univ. He is a Prof. of Human and Artificial Intelligence Systems Dept., Univ. of Fukui.

M. A. H. Akhand received doctoral degree in System Design Engineering from Univ. of Fukui, Japan. He is an Assist. Prof., Dept. of CSE, Khulna Univ. of Engineering & Technology, Bangladesh. K. Murase received PhD in Biomedical Engineering from Iowa State Univ. He is a Prof. of Human and Artificial Intelligence Systems Dept., Univ. of Fukui.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP Lambert Academic Publishing
Date d'édition
2010
Langue
anglais
ISBN 10 
3838391373
ISBN 13 
9783838391373
Reliure
Broché
Nombre de pages
152
Coordonnées du fabricant
non disponible
Personne responsable
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