scholarly journals Correlations between hidden units in multilayer neural networks and replica symmetry breaking

1999 ◽  
Vol 60 (2) ◽  
pp. 2097-2104
Author(s):  
D. Malzahn ◽  
A. Engel
Keyword(s):  
Neural Networks ◽  
Symmetry Breaking ◽  
Replica Symmetry ◽  
Replica Symmetry Breaking ◽  
Multilayer Neural Networks

REPLICA SYMMETRY BREAKING IN NEURAL NETWORKS WITH NON-MONOTONE ACTIVATION FUNCTION

1996 ◽  
Vol 07 (01) ◽  
pp. 19-32 ◽  
Author(s):  
A. LAMURA ◽  
C. MARANGI ◽  
G. NARDULLI
Keyword(s):  
Neural Networks ◽  
Symmetry Breaking ◽  
Fixed Points ◽  
Storage Capacity ◽  
Activation Function ◽  
Replica Symmetry ◽  
Replica Symmetry Breaking ◽  
Domains Of Attraction ◽  
One Step ◽  
The Stability

In this paper we analyze replica symmetry breaking in attractor neural networks with non-monotone activation function. We study the non-monotone version of the Edinburgh model, which allows the control of the domains of attraction by the stability parameter K, and we compute, at one step of symmetry breaking, storage capacity and, for the strongly dilute model, the domains of attraction of the stable fixed points.

scholarly journals Replica symmetry breaking in neural networks: a few steps toward rigorous results

2020 ◽  
Vol 53 (41) ◽  
pp. 415005 ◽  
Author(s):  
Elena Agliari ◽  
Linda Albanese ◽  
Adriano Barra ◽  
Gabriele Ottaviani
Keyword(s):  
Neural Networks ◽  
Symmetry Breaking ◽  
Replica Symmetry ◽  
Replica Symmetry Breaking ◽  
Rigorous Results

Replica-symmetry breaking in noise-optimal neural networks

1995 ◽  
Vol 28 (24) ◽  
pp. 7105-7111 ◽  
Author(s):  
W Whyte ◽  
D Sherrington ◽  
K Y M Wong
Keyword(s):  
Neural Networks ◽  
Symmetry Breaking ◽  
Replica Symmetry ◽  
Replica Symmetry Breaking

scholarly journals Replica-symmetry breaking in the critical behaviour of the random ferromagnet

1995 ◽  
Vol 28 (11) ◽  
pp. 3093-3107 ◽  
Author(s):  
V Dotsenko ◽  
A B Harris ◽  
D Sherrington ◽  
R B Stinchcombe
Keyword(s):  
Symmetry Breaking ◽  
Critical Behaviour ◽  
Replica Symmetry ◽  
Replica Symmetry Breaking
Sign in / Sign up

Export Citation Format

Share Document