Feed-Forward Neural Networks: Vector Decomposition Analysis, Modelling, and Analog Implementation
Anne-Johan Annema · Kluwer Academic Publishers eBooks · 1995
Foreword. 1. Introduction. 2. The Vector Decomposition Method. 3. Dynamics of Single Layer Nets. 4. Unipolar Input Signals in Single-Layer Feed-Forward Neural Networks. 5. Cross-Talk in Single-Layer Feed-Forward Neural Networks. 6. Precision Requirement for Analog Weight Adaptation Circuitry for Single-Layer Nets. 7. Discretization of Weight Adaptations in Single-Layer Nets. 8. Learning Behavior and Temporary Minima of Two-Layer Neural Networks. 9. Biases and Unipolar Input Signals for Two-Layer Neural Networks. 10. Cost Functions for Two-Layer Neural Networks. 11. Some Issues for f'(x). 12. Feed-Forward Hardware. 13. Analog Weight Adaptation Hardware. 14. Conclusions. Index. Nomenclature.