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Wilson–Cowan model : ウィキペディア英語版 | Wilson–Cowan model In computational neuroscience, the Wilson–Cowan model describes the dynamics of interactions between populations of very simple excitatory and inhibitory model neurons. It was developed by H.R. Wilson and Jack D. Cowan〔(H.R. Wilson and J.D. Cowan. Excitatory and inhibitory interactions in localized populations of model neurons. Biophys. J., 12:1–24 (1972) )〕 and extensions of the model have been widely used in modeling neuronal populations.〔(V.K. Jirsa and H. Haken. Field theory of electromagnetic brain activity. Phys. Rev. Lett. 77:960–963 (1996) )〕〔(P.A. Robinson, C.J. Rennie and J.J. Wright. Propagation and stability of waves of electrical activity in the cerebral cortex. Phys. Rev. E. 56:826–840 (1997) )〕〔(D.T.J. Liley, P.J. Cadusch and J.J. Wright. A continuum theory of electrocortical activity. Neurocomputing. 26–27:795–800 (1999) )〕〔(J.J. Wright and D.T.J. Liley. Simulation of the EEG: dynamic changes in synaptic efficiency, cerebral rhythms, and dissipative and generative activity in cortex. Biol. Cybern. 81:131–147 (1999) )〕 The model is important historically because it uses phase plane methods and numerical solutions to describe the responses of neuronal populations to stimuli. Because the model neurons are simple, only elementary limit cycle behavior, i.e. neural oscillations, and stimulus-dependent evoked responses are predicted. The key findings include the existence of multiple stable states, and hysteresis, in the population response. ==Mathematical description==
The Wilson–Cowan model considers a homogeneous population of interconnected neurons of excitatory and inhibitory subtypes. The fundamental quantity is the measure of the activity of an excitatory or inhibitory subtype within the population. More precisely, and are respectively the proportions of excitatory and inhibitory cells firing at time t. They depend on the proportion of sensitive cells (that are not refractory) and on the proportion of these cells receiving at least threshold excitation.
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