Circuit Complexity and Neural Networks

Name: Circuit Complexity and Neural Networks
Price: 117.68 USD
Availability: InStock
ISBN: 9780262161480

ISBN-10: 0262161486

ISBN-13: 9780262161480

Edition: 1994

Authors: Ian Parberry

List price: $55.00

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Description:

Neural networks usually work adequately on small problems but can run into trouble when they are scaled up to problems involving large amounts of input data. Circuit Complexity and Neural Networksaddresses the important question of how well neural networks scale - that is, how fast the computation time and number of neurons grow as the problem size increases. It surveys recent research in circuit complexity (a robust branch of theoretical computer science) and applies this work to a theoretical understanding of the problem of scalability. Most research in neural networks focuses on learning, yet it is important to understand the physical limitations of the network before the resources…

Book details

List price: $55.00
Copyright year: 1994
Publisher: MIT Press
Publication date: 7/27/1994
Binding: Hardcover
Pages: 306
Size: 7.50" wide x 9.75" long x 1.00" tall
Weight: 1.540
Language: English



List of Figures


List of Tables


List of Theorems


List of Symbols


Series Foreword


Preface


Acknowledgments



Introduction



Computers and Computation



The Discrete Neuron



The Boolean Neuron



Alternating Circuits



Small, Shallow Alternating Circuits



Threshold Circuits



Cyclic Networks



Probabilistic Neural Networks



Learning


Bibliography


Index