Phase diagram and storage capacity of sequence storing neural networks

We solve the dynamics of Hopfield-type neural networks which store sequences of patterns, close to saturation. The asymmetry of the interaction matrix in such models leads to violation of detailed balance, ruling out an equilibrium statistical mechanical analysis. Using generating functional methods...

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Bibliographic Details
Main Authors: During, A, Coolen, A, Sherrington, D
Format: Conference item
Published: 1999