Foundations |
Motivation |
Neural-Network Fundamentals |
Single Neuron Computations |
Network Computations |
Network Simulation |
Foundations Summary |
Suggested Readings |
Bibliography |
Paradigms |
The Backpropagation Network |
The Counterpropagation Network |
Adaptive Resonance Theory |
The Multidirectional Associative Memory |
The Hopfield Memory |
Network-Learning Summary |
Application Design |
Developing a Data Representation |
Pattern Representation Methods |
Exemplar Analysis |
Training and Performance Evaluation |
A Practical Example |
Application-Design Summary |
Associative Memories |
Associative-Memory Definitions |
Character Recognition |
State-Space Search |
Image Interpolation |
Diagnostic Aids |
Associative-Memory Summary |
Business and Financial Applications |
Financial Modeling |
Market Prediction |
Bond Rating |
Predicting Commodity Futures |
Financial-Applications Summary |
Pattern Classification |
NETtalk |
Radar-Signature Classifier |
Prostate-Cancer Detection |
Pattern-Classification Summary |
Image Processing |
Image-Processing Networks |
Gender Recognition from Facial Images |
Imagery Feature Discovery |
Aircraft Tracking in Video Imagery |
Image-Processing Summary |
Process Control and Robotics |
Control Theory |
Cart/Pole Balancer |
Bipedal-Locomotion Control |
Robotic Manipulator Control |
Control-Application Summary |
Fuzzy Neural Systems |
Fuzzy Logic |
Implementation of a Fuzzy Network |
Fuzzy Neural Inference |
Fuzzy Control of BPN Learning |
Fuzzy Neural-System Summary |
Answers to Selected Exercises |
Index |
Foundations |
Motivation |
Neural-Network Fundamentals |
Single Neuron Computations |
Network Computations |
Network Simulation |