Hagan, Martin T.

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


9788131503959


Neural networks (Computer science)

006.3 / H1412