Circuit Complexity and Neural Networks

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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 Networks addresses 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 ...

Circuit Complexity and Neural Networks 1994, Mit Press, Cambridge

ISBN-13: 9780262161480

Hardcover

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