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Neural Networks: Grassroots

Autor Phil Picton
en Limba Engleză Paperback – 4 oct 2000
Neural Networks, Second Edition provides a complete introduction to neural networks. It describes what they are, what they can do, and how they do it. While some scientific background is assumed, the reader is not expected to have any prior knowledge of neural networks. These networks are explained and discussed by means of examples, so that by the end of the book the reader will have a good overall knowledge of developments right up to current work in the field.- 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 systemsThis 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: 203 x 254 x 12 mm
Greutate: 0.42 kg
Ediția:Revizuită
Editura: Bloomsbury Publishing
Colecția Red Globe Press
Seria Grassroots

Locul publicării:London, United Kingdom

Caracteristici

Uses current examples to give good overall knowledge of developments in the field

Notă biografică

PHIL PICTON is a Reader in Engineering Control Systems at Nene College in 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 patten recognition, intelligent control and logic design.

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.