Statistical Mechanics of Learning in a Large Committee Machine

Schwarze, Holm, Hertz, John A.

Neural Information Processing Systems 

We use statistical mechanics to study generalization in large committee machines. For an architecture with nonoverlapping receptive fields a replica calculation yields the generalization error in the limit of a large number of hidden units.

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