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Introduction to neural networks.

Please note this is a Short Discount publication. Neural network technology has been a curiosity since the early days of computing. Research in the area went into a near dormant state for a number of years, but recently there has been a new increased interest in the subject. This has been due to a n...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Minneapolis, Minnesota : Architecture Technology Coporation, 1991.
Edición:Second edition.
Temas:
Acceso en línea:Texto completo
Tabla de Contenidos:
  • Front Cover; Introduction to Neural Networks; Copyright Page; DISCLAIMER; Table of Contents; List of Figures; List of Tables; Chapter 1. Overview; 1.1 Introduction; 1.2 Neurobiology; 1.3 Mathematical Theory; 1.4 Theoretical Foundations of Neural Networks; 1.5 A Biological Inspiration; 1.6 Artificial Neurons; 1.7 How a Neural Network Learns; 1.8 Layering of Neural Networks; Chapter 2. Neural Networks and Other Information Processing Approaches; 2.1 Overview of Brain Physiology; 2.2 Recent Results in Neurobiology; 2.3 Map Representations; 2.4 Self-Organization
  • 2.5 Network Circuitry2.6 Network Dynamics; 2.7 Learning; 2.8 Attention; 2.9 Organizing Principles; Chapter 3. Tasks Neural Networks Perform and Representative Models; 3.1 Introduction; 3.2 Tasks That Neural Networks Perform; 3.3 Illustrative Neural Network Models; 3.4 Available implementation Tools; 3.5 A Simulated World; 3.6 Typical Application: The Kanji Character Recognizer; 3.7 Typical Application: Multi-layer Perceptron Vowel Classifier; Chapter 4. Detailed Approaches; 4.1 Single- And Multi-Layer Perceptrons; 4.2 Recurrent Networks; Chapter 5. Global Issues
  • 5.1 Neural Networks And Other Disciplines5.2 Toward A Theory Of Neural Networks; Chapter 6. Technologies and Tools for Implementing Neural Networks; Chapter 7. Issues in Neural Network Research; Chapter 8. Neural Network Semiconductors; 8.1 Syntonic Systems, Inc; 8.2 Hitachi Ltd; 8.3 Neural Semiconductor Inc; 8.4 Philips; 8.5 CALTECH; 8.6 Nova Technology Inc; 8.7 Micro Devices Inc; 8.8 Intel; 8.9 Bell Laboratories; 8.10 Motorola Inc; Chapter 9. Major Vendors Plan Thrusts; 9.1 Apple Computer Inc; 9.2 IBM Corporation; 9.3 Motorola Inc; 9.4 Science Applications International
  • Chapter 10. Other Products-Interfaces, Boards, and Software Packages10.1 Interfaces; 10.2 Boards; 10.3 Software Packages; Chapter 11. Conclusion; Chapter 12. Further Information