Neural network design /
Martin T. Hagan, Howard B. Demuth, Mark Beale.
- New Dehli : Cengage, 2008
- 1 v. (various pagings) : ill. ; 24 cm. + 1 computer disk (3 1/2 in.)
Includes bibliographical references and index.
1. Neuron model and network architectures; 2. An illustrative examples; 3. Perceptron learning rule; 4. Signal and weight vector spaces; 5. Linear transformations for neural networks; 6. Supervised Hebbian learning; 7. Performance surfaces and optimum points; 8. Performance optimization; 9. Widrow-Hoff learning, backpropagation, variations on backpropagation, associative learning, competitive networks, grossberg network, adaptive resonance theory, stability, hopfield network, epilogue