Qualitative Analysis and Synthesis of Recurrent Neural Networks

✍ Scribed by Anthony Michel (Author); Derong Liu (Author)

Publisher: CRC Press
Year: 2001
Leaves: 503
Edition: 1
Category: Library

No coin nor oath required. For personal study only.

✦ Synopsis

"Analyzes the behavior, design, and implementation of artificial recurrent neural networks. Offers methods of synthesis for associative memories. Evaluates the qualitative properties and limitations of neural networks. Contains practical applications for optimal system performance."

✦ Table of Contents

Some neural network models; qualitative analysis of analogue Hopfield-type neural networks - global results; stability analysis of linear systems operating on a closed hypercube - system (M); qualitative analysis of Hopfield-type neural networks - local results; qualitative effects of parameter perturbations; qualitative effects of time delays.

✦ Subjects

Engineering & Technology;Mathematics & Statistics for Engineers

📜 SIMILAR VOLUMES

Qualitative Analysis and Synthesis of Re

📁 Qualitative Analysis and Synthesis of Recurrent Neural Networks

✍ Anthony N. Michel 📂 Library 📅 2002 🏛 CRC Press 🌐 English

In the present book we concern ourselves exclusively with the qualitative analysis and synthesis of recurrent artificial neural networks. There is an abundance of papers, monographs, and books that address qualitative properties of such networks. However, whereas in these works, the analysis of the

Convergence Analysis of Recurrent Neural

📁 Convergence Analysis of Recurrent Neural Networks

✍ Zhang Yi, K. K. Tan (auth.) 📂 Library 📅 2004 🏛 Springer US 🌐 English

<p>Since the outstanding and pioneering research work of Hopfield on recurrent neural networks (RNNs) in the early 80s of the last century, neural networks have rekindled strong interests in scientists and researchers. Recent years have recorded a remarkable advance in research and development work

Qualitative Analysis and Control of Comp

📁 Qualitative Analysis and Control of Complex Neural Networks with Delays

✍ Zhanshan Wang, Zhenwei Liu, Chengde Zheng (auth.) 📂 Library 📅 2016 🏛 Springer-Verlag Berlin Heidelberg 🌐 English

<p>This book focuses on the stability of the dynamical neural system, synchronization of the coupling neural system and their applications in automation control and electrical engineering. The redefined concept of stability, synchronization and consensus are adopted to provide a better explanation o

Analysis of Neural Networks

📁 Analysis of Neural Networks

✍ Uwe an der Heiden (auth.) 📂 Library 📅 1980 🏛 Springer-Verlag Berlin Heidelberg 🌐 English

<p>The purpose of this work is a unified and general treatment of activity in neural networks from a mathematical pOint of view. Possible applications of the theory presented are indica ted throughout the text. However, they are not explored in de tail for two reasons : first, the universal charac

Network Analysis And Synthesis

📁 Network Analysis And Synthesis

✍ Franklin F. Kuo 📂 Library 📅 1966 🏛 John Wiley & Sons, Inc., New York 🌐 English

In the second edition, I have tried to keep the organization of the first edition. Most of the new material are additions aimed at strengthening the weaknesses of the original edition. Some specific changes deserve mention. The most important of these is a new chapter on computer applications (C

Network Analysis and Synthesis

📁 Network Analysis and Synthesis

✍ S.K. Bhattacharya 📂 Library 📅 2017 🏛 Pearson Education India 🌐 English

Please Read Notes: Brand New, International Softcover Edition, Printed in black and white pages, minor self wear on the cover or pages, Sale restriction may be printed on the book, but Book name, contents, and author are exactly same as Hardcover Edition. Fast delivery through DHL/FedEx express.