Books  Animal & General Biology  General Biology 

Modelling Brain Function: The World of Attractor Neural Networks

By: DJ Amit

504 pages, Figs

Cambridge University Press

Paperback | Oct 1992 | #23646 | ISBN: 0521421241
Availability: Usually dispatched within 1-2 weeks Details
NHBS Price: £50.99 $66/€56 approx

About this book

One of the most exciting and potentially rewarding areas of scientific research is the study of the principles and mechanisms underlying brain function. It is also of great promise to future generations of computers. A growing group of researchers, adapting knowledge and techniques from a wide range of scientific disciplines, have made substantial progress understanding memory, the learning process, and self organization by studying the properties of models of neural networks - idealized systems containing very large numbers of connected neurons, whose interactions give rise to the special qualities of the brain. This book introduces and explains the techniques brought from physics to the study of neural networks and the insights they have stimulated. It is written at a level accessible to the wide range of researchers working on these problems - statistical physicists, biologists, computer scientists, computer technologists and cognitive psychologists. The author presents a coherent and clear nonmechanical presentation of all the basic ideas and results. More technical aspects are restricted, wherever possible, to special sections and appendices in each chapter. The book is suitable as a text for graduate courses in physics, electrical engineering, computer science and biology.

...of interest to those following the neural net field...takes off from discoveries that link areas of physics with the emerging neural network paradigm. Intelligence Monthly "...regard this book as an opening of a discussion--undoubtedly a very qualified one." Journal of Mathematical Psychology


Preface; 1. Introduction; 2. The basic attractor neural network; 3. General ideas concerning dynamics; 4. Symmetric neural networks at low memory loading; 5. Storage and retrieval of temporal sequences; 6. Storage capacity of ANNs; 7. Robustness - getting closer to biology; 8. Memory data structures; 9. Learning; 10. Hareware implementations of neural networks; Glossary; Index.

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