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Yukio Hayashi
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Numerical Bifurcation Analysis of an Oscillatory Neural Network with Synchronous/Asynchronous Connections
UnavailablePublisher: Journals Gateway
Neural Computation (1994) 6 (4): 658–667.
Published: 01 July 1994
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View articletitled, Numerical Bifurcation Analysis of an Oscillatory Neural Network with Synchronous/Asynchronous Connections
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for article titled, Numerical Bifurcation Analysis of an Oscillatory Neural Network with Synchronous/Asynchronous Connections
One of the advantages of oscillatory neural networks is their dynamic links among related features; the links are based on input-dependent synchronized oscillations. This paper investigates the relations between synchronous/asynchronous oscillations and the connection architectures of an oscillatory neural network with two excitatory-inhibitory pair oscillators. Through numerical analysis, we show synchronous and asynchronous connection types over a wide parameter space for two different inputs and one connection parameter. The results are not only consistent with the classification of synchronous/asynchronous connection types in König's model (1991), but also offer a useful guideline on how to construct a network with local connections for a segmentation task.