Potts-glass models of neural networks

I Kanter - Physical Review A, 1988 - APS
The theory of neural networks is extended to include discrete neurons with more than two
discrete states. The dynamics of such systems are studied. The maximum number of storage …

Memory capacity in neural network models: Rigorous lower bounds

CM Newman - Neural Networks, 1988 - Elsevier
We consider certain simple neural network models of associative memory with N binary
neurons and symmetric lth order synaptic connections, in which m randomly chosen N-bit …

Dynamics of spin systems with randomly asymmetric bonds: Ising spins and Glauber dynamics

A Crisanti, H Sompolinsky - Physical Review A, 1988 - APS
The stochastic dynamics of randomly asymmetric fully connected Ising systems is studied.
We solve analytically the particularly simple case of fully asymmetric systems. We calculate …

Neural networks with hierarchically correlated patterns

H Gutfreund - Physical Review A, 1988 - APS
The Hopfield model of neural networks is extended to allow for the storage and retrieval of
hierarchically correlated patterns. The overlaps between these patterns form an ultrametric …

Critical dynamics of metallic spin glasses

LP Lévy - Physical Review B, 1988 - APS
We have measured the ac nonlinear susceptibilities χ 3', χ 5', and χ 7'of very dilute AgMn
spin glasses above and below the transition temperature T g as a function of frequency …

Comparison between Kanerva's SDM and Hopfield-type neural networks

JD Keeler - Cognitive Science, 1988 - Elsevier
The Sparse, Distributed Memory (SDM) model (Kanerva, 1984) is compared to Hopfield-
type, neural-network models. A mathematical framework for comparing the two models is …

Nonexponential relaxation in spin glasses and glassy systems

IA Campbell, JM Flesselles, R Jullien, R Botet - Physical Review B, 1988 - APS
We discuss nonexponential relaxation in spin glasses and glasses above the ordering
temperature T g in terms of the morphology of the set of available states in configuration …

Convergence results in an associative memory model

J Komlós, R Paturi - Neural Networks, 1988 - Elsevier
This paper presents rigorous mathematical proofs for some observed convergence
phenomena in an associative memory model introduced by Hopfield (based on Hebbian …

The nature of attractors in an asymmetric spin glass with deterministic dynamics

H Gutfreund, JD Reger, AP Young - Journal of Physics A …, 1988 - iopscience.iop.org
The authors study the attractors in an infinite-range Ising spin-glass model with deterministic
dynamics where the interactions have asymmetry, specified by a parameter k. They find a …

Magnetic structures in reentrant spin-glasses observed by transmission electron microscopy

S Senoussi, S Hadjoudj, R Fourmeaux - Physical review letters, 1988 - APS
Direct observations of the magnetization structure in two reentrant spin-glass alloys
[polycrystalline Ni 1− x Mn x and amorphous (Fe 78 Mn 22) 75 P 16 B 6 Al 3] near liquid …