Neural Comput - Competition through selective inhibitory synchrony.

Tópicos

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Resumo

Models of cortical neuronal circuits commonly depend on inhibitory feedback to control gain, provide signal normalization, and selectively amplify signals using winner-take-all (WTA) dynamics. Such models generally assume that excitatory and inhibitory neurons are able to interact easily because their axons and dendrites are colocalized in the same small volume. However, quantitative neuroanatomical studies of the dimensions of axonal and dendritic trees of neurons in the neocortex show that this colocalization assumption is not valid. In this letter, we describe a simple modification to the WTA circuit design that permits the effects of distributed inhibitory neurons to be coupled through synchronization, and so allows a single WTA to be distributed widely in cortical space, well beyond the arborization of any single inhibitory neuron and even across different cortical areas. We prove by nonlinear contraction analysis and demonstrate by simulation that distributed WTA subsystems combined by such inhibitory synchrony are inherently stable. We show analytically that synchronization is substantially faster than winner selection. This circuit mechanism allows networks of independent WTAs to fully or partially compete with other.

Resumo Limpo

model cortic neuron circuit common depend inhibitori feedback control gain provid signal normal select amplifi signal use winnertakeal wta dynam model general assum excitatori inhibitori neuron abl interact easili axon dendrit coloc small volum howev quantit neuroanatom studi dimens axon dendrit tree neuron neocortex show coloc assumpt valid letter describ simpl modif wta circuit design permit effect distribut inhibitori neuron coupl synchron allow singl wta distribut wide cortic space well beyond arbor singl inhibitori neuron even across differ cortic area prove nonlinear contract analysi demonstr simul distribut wta subsystem combin inhibitori synchroni inher stabl show analyt synchron substanti faster winner select circuit mechan allow network independ wtas fulli partial compet

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