Optimal colored perceptrons.
Ashkin-Teller type perceptron models are introduced. Their maximal capacity per number of couplings is calculated within a first-step replica-symmetry-breaking Gardner approach. The results are compared with extensive numerical simulations using several algorithms.
Bollé
D
D
Instituut voor Theoretische Fysica, Katholieke Universiteit Leuven, B-3001 Leuven, Belgium.
Kozlowski
P
P
D000465:Algorithms; D000818:Animals; D006801:Humans; D007858:Learning; D008954:Models, Biological; D015233:Models, Statistical; D008962:Models, Theoretical; D009415:Nerve Net; D009474:Neurons / Q000378:metabolism; D010465:Perception; D013816:Thermodynamics; D013997:Time Factors