Neural network design / Martin T. Hagan, Howard B. Demuth, Mark Beale.
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TextPublication details: Boston : PWS Pub., c1996.Edition: 1st edDescription: 1 v. (various pagings) : ill. ; 24 cm. + 1 computer disk (3 1/2 in.)ISBN: - 9812403760
- 006.3 21
| Item type | Current library | Call number | Copy number | Status | Date due | Barcode | |
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Main library General Stacks | 006.3 / HA.N 1996 (Browse shelf(Opens below)) | 1 | Available | 004199 |
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| 006.3 / AD.A 2009 Artificial life models in software / | 006.3 / ER.I 2011 Introduction to artificial intelligence / | 006.3 / FR.S 1994 Simulating neural networks with Mathematica / | 006.3 / HA.N 1996 Neural network design / | 006.3 / HA.P 2001 Principles of data mining / | 006.3 / HA.P 2001 Principles of data mining / | 006.3 / JO.A 2008 Artificial intelligence : |
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.
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