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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About the Authors
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.
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Neural Networks Ensembles
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Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -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. 152 pp. Englisch. Seller Inventory # 9783838391373
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Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Autor/Autorin: Akhand M. A. H.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. Seller Inventory # 5419374
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Taschenbuch. Condition: Neu. This item is printed on demand - Print on Demand Titel. Neuware -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.VDM Verlag, Dudweiler Landstraße 99, 66123 Saarbrücken 152 pp. Englisch. Seller Inventory # 9783838391373
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