Neural network design /
Hagan, Martin T.
Neural network design / Martin T. Hagan, Howard B. Demuth, Mark Beale. - 1st ed. - Boston : PWS Pub., c1996. - 1 v. (various pagings) : ill. ; 24 cm. + 1 computer disk (3 1/2 in.)
Includes bibliographical references and index.
Preface -- Introduction -- Neuron Model and Network Architectures -- Perceptron Learning Rule -- Signal and Weight Vector Spaces -- Linear Transformations for Neural Networks -- Supervised Hebbian Learning -- Performance Surfaces and Optimum Points -- Performance Optimization -- Widrow-Hoff Learning -- Backpropagation -- Variations on Backpropagation -- Associative Learning -- Competitive Networks -- Grossberg Network -- Adaptive Resonance Theory -- Stability -- Hopfield Network -- Epilogue.
This guide to neural networks includes worked problems in each chapter, and supporting software demonstrations. The authors of this work also developed the neural networks toolbox (for MathWorks) and the fuzzy systems toolbox.
9812403760
Neural networks (Computer science)
006.3
Neural network design / Martin T. Hagan, Howard B. Demuth, Mark Beale. - 1st ed. - Boston : PWS Pub., c1996. - 1 v. (various pagings) : ill. ; 24 cm. + 1 computer disk (3 1/2 in.)
Includes bibliographical references and index.
Preface -- Introduction -- Neuron Model and Network Architectures -- Perceptron Learning Rule -- Signal and Weight Vector Spaces -- Linear Transformations for Neural Networks -- Supervised Hebbian Learning -- Performance Surfaces and Optimum Points -- Performance Optimization -- Widrow-Hoff Learning -- Backpropagation -- Variations on Backpropagation -- Associative Learning -- Competitive Networks -- Grossberg Network -- Adaptive Resonance Theory -- Stability -- Hopfield Network -- Epilogue.
This guide to neural networks includes worked problems in each chapter, and supporting software demonstrations. The authors of this work also developed the neural networks toolbox (for MathWorks) and the fuzzy systems toolbox.
9812403760
Neural networks (Computer science)
006.3