PMID: 8581885Feb 15, 1996Paper

Binary-oscillator networks: bridging a gap between experimental and abstract modeling of neural networks

Neural Computation
W P Wang

Abstract

This paper proposes a simplified oscillator model, called binary-oscillator, and develops a class of neural network models having binary-oscillators as basic units. The binary-oscillator has a binary dynamic variable v = +/- 1 modeling the "membrane potential" of a neuron, and due to the presence of a "slow current" (as in a classical relaxation-oscillator) it can oscillate between two states. The purpose of the simplification is to enable abstract algorithmic study on the dynamics of oscillator networks. A binary-oscillator network is formally analogous to a system of stochastic binary spins (atomic magnets) in statistical mechanics.

References

Apr 1, 1982·Proceedings of the National Academy of Sciences of the United States of America·J J Hopfield

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Citations

Mar 23, 2004·International Journal of Neural Systems·Alexander Goltsev, Donald C Wunsch

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