Statistical Mechanics of Neural Networks: Proceedings of the Xlth Sitges Conference Sitges, Barcelona, Spain, 3–7 June 1990

Introduction On the statistical-mechanical formulation of neural networks....Pages 1-3
Model neurons: From Hodgkin-Huxley to hopfield....Pages 5-18
Statistical mechanics for networks of analog neurons....Pages 19-32
Properties of neural networks with multi-state neurons....Pages 33-47
Adaptive recurrent neural networks and dynamic stability....Pages 49-63
Neuronal oscillators: Experiments and models....Pages 65-79
Neuronal networks in the hippocampus involved in memory....Pages 81-95
Basins of attraction and spurious states in neural networks....Pages 97-104
Tailoring the performance of attractor neural networks....Pages 105-119
Learning and optimization....Pages 121-136
Statistical dynamics of learning....Pages 137-153
Learning and retrieving marked patterns....Pages 155-166
Learning algorithm for binary synapses....Pages 167-174
Statistical mechanics of the perceptron with maximal stability....Pages 175-188
Simulation and hardware implementation of competitive learning neural networks....Pages 189-204
Learning in multilayer networks: A geometric computational approach....Pages 205-224
Storage capacity of diluted neural networks....Pages 225-236
Dynamics and storage capacity of neural networks with sign-constrained weights....Pages 237-252
The neural basis of the locomotion of nematodes....Pages 253-267
Reversibility in neural processing systems....Pages 269-285
Lyapunov functional for neural networks with delayed interactions and statistical mechanics of temporal associations....Pages 287-302
Semi-local signal processing in the visual system....Pages 303-316
Statistical mechanics and error-correcting codes....Pages 317-330
Synergetic computers — An alternative to neurocomputers....Pages 331-340
Dynamics of the Kohonen map....Pages 341-349
Equivalence between connectionist classifiers and logical classifiers....Pages 351-363
On Potts-glass neural networks with biased patterns....Pages 365-379
Ising-spin neural networks with spatial structure....Pages 481-496
Kinetically disordered lattice systems....Pages 397-409
A programming system for implementing neural nets....Pages 411-424
An auto-augmenting neural network architecture for diagnostic reasoning....Pages 425-440
Formal integrators and neural networks....Pages 441-448
Disordered models of acquired dyslexia....Pages 449-460
Higher order memories in optimally structured neural networks....Pages 461-466
Random Boolean networks for autoassociative memory: Optimization and sequential learning....Pages 467-473