Distribution of orientation selectivity in recurrent networks of spiking neurons with different random topologies

Abstract: Neurons in the primary visual cortex are more or less selective for the orientation of a light bar used for stimulation. A broad distribution of individual grades of orientation selectivity has in fact been reported in all species. A possible reason for emergence of broad distributions is the recurrent network within which the stimulus is being processed. Here we compute the distribution of orientation selectivity in randomly connected model networks that are equipped with different spatial patterns of connectivity. We show that, for a wide variety of connectivity patterns, a linear theory based on firing rates accurately approximates the outcome of direct numerical simulations of networks of spiking neurons. Distance dependent connectivity in networks with a more biologically realistic structure does not compromise our linear analysis, as long as the linearized dynamics, and hence the uniform asynchronous irregular activity state, remain stable. We conclude that linear mechanisms of stimulus processing are indeed responsible for the emergence of orientation selectivity and its distribution in recurrent networks with functionally heterogeneous synaptic connectivity

Standort
Deutsche Nationalbibliothek Frankfurt am Main
Umfang
Online-Ressource
Sprache
Englisch
Anmerkungen
PLoS ONE. 9, 12 (2014), e114237, DOI 10.1371/journal.pone.0114237, issn: 1932-6203
IN COPYRIGHT http://rightsstatements.org/page/InC/1.0 rs

Klassifikation
Biowissenschaften, Biologie
Schlagwort
Nervenzelle
Neuronales Netz
Membranpotenzial
Synapse

Ereignis
Veröffentlichung
(wo)
Freiburg
(wer)
Universität
(wann)
2014
Urheber
Beteiligte Personen und Organisationen
Albert-Ludwigs-Universität Freiburg
Bernstein Center Freiburg

DOI
10.1371/journal.pone.0114237
URN
urn:nbn:de:bsz:25-freidok-120354
Rechteinformation
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Letzte Aktualisierung
14.08.2025, 11:01 MESZ

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Beteiligte

Entstanden

  • 2014

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