The Promise of Neural Networks - Softcover

Inhaltsangabe

I: Setting the Scene.- 1: DEANNA.- 1.1 Introduction.- 1.2 The Geographical Dimension.- 1.3 The Industrial Dimension.- 1.4 The Plan for Neural Networks.- 2: Neural Net Demonstrators.- 2.1 The Status of Neural Networks.- 2.2 Reasons for the Employment of Neural Networks.- 2.3 Neural Network Models.- 2.4 Areas of Application.- 2.5 Typical Applications.- 2.6 Devices for Running Neural Nets.- 2.7 Applications References.- 3: Neural Net Simulators.- 3.1 Software Simulators.- 3.2 Hardware Simulators.- 3.3 Neural Network Chips.- II: Neural Networks Proper.- 4: Introduction to Neural Computing.- 4.1 History of Neurocomputing.- 4.2 Artificial Neural Networks (ANNs).- 4.3 The Biological Prototype.- 4.4 Types of Neural Nets.- 4.5 Learning Nets.- 4.6 Perceptron Learning.- 4.7 Limitations of Perceptrons.- 4.8 Backpropagation.- 4.9 Visualising Network Behaviour: the Error Weight Surface.- 4.10 The Hopfield Network.- 4.11 Topographic Maps.- 4.12 Reinforcement Training.- 4.13 Further Reading.- 4.14 Appendix.- 5: The Principles of Neural Networks.- 5.1 The Problem of Principles.- 5.2 Mathematical Approaches.- 5.3 Informational Approaches.- 5.4 Psychological Approaches.- 5.5 Logical Approaches.- 5.6 Genetic Approaches.- 5.7 References.- 6: Applications of Neural Networks.- 6.1 Introduction.- 6.2 Speech Recognition.- 6.3 Pattern Recognition.- 6.4 Medical Applications of Neural Networks.- 6.5 Control.- 6.6 Time Series.- 6.7 References.- III: The Future of Neural Networks.- 7: The DEANNA Database.- 7.1 The Questionnaire.- 7.2 Starting Up.- 7.3 Algorithms.- 7.4 Applications.- 7.5 Comments.- 7.6 References.- 7.7 Appendixes.- Appendix 1 The DEANNA Survey.- Appendix 2 DEANNA at ICANN '81.- 8: Whither Neural Networks?.- 8.1 Future Developments.- 8.2 Future Applications.- 8.3 Advisory Structure.- 8.4 The Future of Neural Networks.- 8.5 References.- 8.6 Appendixes.- Appendix 1 Large (8 or more) European Neural Network Groups.- Appendix 2 Networks of Excellence Proposal.- Appendix 3 Network Proposal on Theory of Neural Networks.- Glossary of Neural Network Terms.

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