Journal of Physics A. Mathematical and General vol:29 issue:10 pages:2299-2307
Optimal capacities of perceptrons with graded input-output relations are studied within the first-step replica-symmetry-breaking Gardner approach. Input-data errors and a limited output precision are allowed. In particular, the role of non-monotonicity in the input-output relations on the breaking and on the overall performance is determined.