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Neural Networks Eric Davalo

Neural Networks von Eric Davalo

Neural Networks Eric Davalo


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Zusammenfassung

Neural networks are a number of different models intended to imitate some of the functions of the human brain. The authors aim to convey an intuitive and practical understanding of the topic and to provide the foundations necessary before undertaking further study.

Neural Networks Zusammenfassung

Neural Networks Eric Davalo

The term "neural networks" is used to describe a number of different models intended to imitate some of the functions of the human brain, using certain of its basic structures. The authors aim to convey an intuitive and practical understanding of the topic and to provide the foundations necessary before undertaking further study. To this end, the first part of the book is devoted to a description of biological foundations. Biology is the source of study of neural networks and it seems probable that it will continue to provide a source of essential ideas. Following this introduction, a general model for neural networks is presented and a number of today's most important models are studied. Lastly, a number of real applications are discussed.

Inhaltsverzeichnis

Preface - Biological Foundations: components of the brain, functional principles - Neural Models: a synthetic neuron, structure of connections, state dynamics, connection dynamics, functioning of the models, the perceptron - From Single Layer to Multi Layer Neural Networks: associate networks and pattern recognition, single layer associative networks, back-propagation, development of the back-propagation model - Hopfield Model: content addressable memory, the model, use in optimisation problems, simulated annealing, the Boltzmann machine - Kohonen Model: a general model, self adaptive topological maps, adaptive filters, pattern recognition - Applications of Neural Networks: reasons for using neural networks, methodology, review of applications, radio communication application - Neural Computers: model for a general neurocomputer, commercial implementations, prototypes and prospects

Zusätzliche Informationen

GOR012230049
9780333549964
0333549961
Neural Networks Eric Davalo
Gebraucht - Gut Gelesen
Broschiert
Palgrave Macmillan
1991-06-25
160
N/A
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