Statistical mechanics of learning from examples

HS Seung, H Sompolinsky, N Tishby - Physical review A, 1992 - APS
Learning from examples in feedforward neural networks is studied within a statistical-
mechanical framework. Training is assumed to be stochastic, leading to a Gibbs distribution …

The sphericalp-spin interaction spin glass model: the statics

A Crisanti, HJ Sommers - Zeitschrift für Physik B Condensed Matter, 1992 - Springer
The static properties of the spherical p-spin interaction spin glass model are calculated
using the replica method. It is shown that within the Parisi scheme the most general solution …

New method for studying the dynamics of disordered spin systems without finite-size effects

H Eissfeller, M Opper - Physical review letters, 1992 - APS
A new method is presented that allows the determination of dynamical properties of
disordered spin systems avoiding finite-size effects. The method is based on exact …

Coulomb gap in two-and three-dimensional systems: Simulation results for large samples

A Möbius, M Richter, B Drittler - Physical Review B, 1992 - APS
Computer experiments have been performed to study the single-particle density of states, g
(E), in the Coulomb gap. This gap occurs in disordered insulating systems as an effect of the …

Thermodynamic properties of the Q-state Potts-glass neural network

D Bollé, P Dupont, J Huyghebaert - Physical Review A, 1992 - APS
The Q-state Potts model of neural networks, extended to include biased patterns, is studied
for extensive loading α. Within the replica-symmetric approximation, mean-field equations …

Replica trick and fluctuations in disordered systems

A Crisanti, G Paladin… - Journal de Physique …, 1992 - jp1.journaldephysique.org
The finite volume fluctuations of the free energy in disordered systems can be characterized
by means of the replica method. This is achieved by introducing a canonical ensemble in the …

Lack of reentrance in randomly frustrated three-dimensional XY ferromagnets

MJP Gingras, ES So - Physical Review B, 1992 - APS
A Migdal-Kadanoff real-space renormalization-group method is used to study two nearest-
neighbor randomly frustrated XY ferromagnets in three dimensions. The models are an XY …

Internal Friction Studies on Oxygen–Oxygen Interaction in Niobium. II. Application of Long‐Range Interaction Models

G Haneczok, M Weller, J Diehl - physica status solidi (b), 1992 - Wiley Online Library
The oxygen Snoek relaxation in niobium is studied under the assumption of a long‐range
interaction among interstitial atoms dissolved in bcc metals. Two models describing this …

Phase transitions in systems with correlated disorder

JC Lee, RL Gibbs - Physical Review B, 1992 - APS
For random systems with quenched disorders distributed randomly in ε R dimensions and
perfectly correlated in the remaining ε C dimensions, the renormalization-group theory has …

On the phase diagram of the Q-state Potts-glass neural network

D Bollé, P Dupont, J Huyghebaert - Physica A: Statistical Mechanics and its …, 1992 - Elsevier
The Q-state Potts model of neural networks, extended to include biased patterns, is studied
for extensive loading α. Mean-field equations are written down for general Q and arbitrary …