On the ability of the optimal perceptron to generalise

Manfred Opper, Wolfgang Kinzel, J Kleinz, R Nehl · Journal of Physics A Mathematical and General · 1990

A linearly separable Boolean function is derived from a set of examples by a perceptron with optimal stability. The probability to reconstruct a pattern which is not learnt is calculated analytically using the replica method.

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