Neural Networks: Grassroots
Autor Phil Pictonen Limba Engleză Paperback – 5 oct 2000
- Updated and expanded second edition
- Main networks covered are: feedforward networks such as the multilayered perceptron, Boolean networks such as the WISARD, feedback networks such as the Hopfield network, statistical networks such as the Boltzmann machine and Radial-Basis function networks, and self-organising networks such as Kohonen's self-organizing maps. Other networks are referred to throughout the text to give historical interest and alternative architectures
- The applications discussed will appeal to student engineers and computer scientists interested in character recognition, intelligent control and threshold logic. The final chapter looks at ways of implementing a neural network, including electronic and optical systems
This book is suitable for undergraduates from Computer Science and Electrical Engineering Courses who are taking a one module course on neural networks, and for researchers and computer science professionals who need a quick introduction to the subject.
PHIL PICTON is Professor of Intelligent Computer Systems at University College Northampton. Prior to this he was a lecturer at the Open University where he contributed to distance learning courses on control engineering, electronics, mechatronics and artificial intelligence. His research interests include pattern recognition, intelligent control and logic design.
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Specificații
ISBN-13: 9780333802878
ISBN-10: 033380287X
Pagini: 195
Ilustrații: line illustrations
Dimensiuni: 198 x 249 x 5 mm
Greutate: 0.48 kg
Ediția:Revizuită
Editura: Bloomsbury Publishing
Colecția Red Globe Press
Seria Grassroots
Locul publicării:London, United Kingdom
ISBN-10: 033380287X
Pagini: 195
Ilustrații: line illustrations
Dimensiuni: 198 x 249 x 5 mm
Greutate: 0.48 kg
Ediția:Revizuită
Editura: Bloomsbury Publishing
Colecția Red Globe Press
Seria Grassroots
Locul publicării:London, United Kingdom
Cuprins
Preface
Introduction
ADALINE
Perceptrons
Boolean Neural Networks
Associative Memory and Feedback Networks
Statistical Neural Networks
Self-organizing Networks
Neural Networks in Control Engineering
Threshold Logic
Implementation
Conclusions
Appendix A Derivation of the Delta Rule
References.
Introduction
ADALINE
Perceptrons
Boolean Neural Networks
Associative Memory and Feedback Networks
Statistical Neural Networks
Self-organizing Networks
Neural Networks in Control Engineering
Threshold Logic
Implementation
Conclusions
Appendix A Derivation of the Delta Rule
References.