神经网络设计(英文版)——经典原版书库 fb2 免费 lrf 下载 kindle azw3 pdf 阿里云

Martin T.Hagan,Howard B.Demuth:Neural Network Design Original copyright @ 1996 by PWS Publishing Company.All rights reserved. First published by PWS Publishing Company,a division of Thomsin Learning,United States of America. Reprinted for People's Republic of China by Thomson Asia Pte Ltd and China Machine Press and CITIC Publishing House under the arthorization of Thomson Learning.No part of this book may be reproduced in any form without the the prior written permission of Thomson Learing and China Machine Perss.

Preface

1 Introduction

2 Neuron Model and network Architectures

3 An Illustrative Example

4 Perceptron Learning Rule

5 Siganl and Weight Vector Spaces

6 Linear Transformations for Neural Networks

7 Supervised Hebbian Learning

8 Performance Surfaces and Optimum Points

9 Performance Optimization

10 Widrow-Hoff Learning

11 Backpropagation

12 Variations on Backpropagation

13 Associative Learning

14 Competitive Networks

15 Grossberg Network

16 Adaptive Resonance Theory

17 Stability

18 Hopfield Network

19 Epilogue

Appendices

A Bibliography

B Notation

C Software

I index

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书籍介绍

Martin T.Hagan,Howard B.Demuth:Neural Network Design Original copyright @ 1996 by PWS Publishing Company.All rights reserved. First published by PWS Publishing Company,a division of Thomsin Learning,United States of America. Reprinted for People's Republic of China by Thomson Asia Pte Ltd and China Machine Press and CITIC Publishing House under the arthorization of Thomson Learning.No part of this book may be reproduced in any form without the the prior written permission of Thomson Learing and China Machine Perss.