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DYNAMICS OF FULLY CONNECTED NEURAL NETWORKS WITH SIGN CONSTRAINTS

M. Gusso, C. Marangi, G. Nardulli and G. Pasquariello
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M. Gusso: Dipartimento di Fisica dell’Universita’ di Bari, Via Amendola 173, 70126 Bari, Italy
C. Marangi: Dipartimento di Fisica dell’Universita’ di Bari, Via Amendola 173, 70126 Bari, Italy;
G. Nardulli: Dipartimento di Fisica dell’Universita’ di Bari, Via Amendola 173, 70126 Bari, Italy;
G. Pasquariello: Istituto Elaborazione Segnali e Immagini – C.N.R., Via Amendola 173, 70126 Bari, Italy

International Journal of Modern Physics C (IJMPC), 1992, vol. 03, issue 06, 1221-1233

Abstract: We consider fully connected neural networks near saturation, trained by a modified Edinburgh algorithm, with sign constraints on the synaptic couplings. We study the domains of attraction of the stored patterns for both the balanced and the unbalanced case (excess of positive over negative constraints). A comparison with the dilute network is also included.

Keywords: Attractor Neural Networks; Sign Constrained Synapses (search for similar items in EconPapers)
Date: 1992
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DOI: 10.1142/S0129183192000841

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