Search results for "Multi-informationtotal correlation"

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Visual information flow in Wilson-Cowan networks.

2020

In this paper, we study the communication efficiency of a psychophysically tuned cascade of Wilson-Cowan and divisive normalization layers that simulate the retina-V1 pathway. This is the first analysis of Wilson-Cowan networks in terms of multivariate total correlation. The parameters of the cortical model have been derived through the relation between the steady state of the Wilson-Cowan model and the divisive normalization model. The communication efficiency has been analyzed in two ways: First, we provide an analytical expression for the reduction of the total correlation among the responses of a V1-like population after the application of the Wilson-Cowan interaction. Second, we empiri…

Normalization (statistics)PhysiologyComputer scienceComputationPopulationModels Biological050105 experimental psychologyRetina03 medical and health sciencesWilson–Cowan equations0302 clinical medicineMulti-informationtotal correlationHumans0501 psychology and cognitive sciencesVisual PathwaysEfficient coding hypothesisEfficient representation principleeducationVisual Cortexeducation.field_of_studyNormalization modelGeneral Neuroscience05 social sciencesUnivariateFOS: Biological sciencesQuantitative Biology - Neurons and CognitionDivisive normalizationVisual PerceptionNeurons and Cognition (q-bio.NC)Total correlationNeural Networks ComputerNerve NetAlgorithm030217 neurology & neurosurgeryImage compressionJournal of neurophysiology
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