DocumentCode :
1749030
Title :
Synchronization of the neural response to noisy periodic synaptic input in a balanced leaky integrate-and-fire neuron with reversal potentials
Author :
Burkitt, Anthony N.
Author_Institution :
Bionic Ear Inst., Melbourne, Vic., Australia
Volume :
1
fYear :
2001
fDate :
2001
Firstpage :
22
Abstract :
Neurons in which the level of excitation and inhibition are roughly balanced are shown to be very sensitive to the coherence of their synaptic input. The behavior of such balanced neurons with reversal potentials is analyzed both analytically and numerically using the leaky integrate-and-fire neural model. The investigation uses the Gaussian approximation with synaptic inputs modeled as inhomogeneous Poisson processes. The results indicate that for balanced neurons with N synaptic inputs, it is only necessary for O(√N) of the synaptic inputs to have a periodicity in order that their spike outputs become phase-docked to this periodic signal
Keywords :
bioelectric potentials; neurophysiology; physiological models; stochastic processes; synchronisation; Gaussian approximation; balanced leaky integrate-and-fire neuron; excitation; inhibition; inhomogeneous Poisson processes; neural response; noisy periodic synaptic input; periodicity; phase-docked outputs; reversal potentials; synchronization; Australia; Biomembranes; Central nervous system; Coherence; Ear; Frequency synchronization; Gaussian approximation; Information processing; Neurons; Signal processing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Neural Networks, 2001. Proceedings. IJCNN '01. International Joint Conference on
Conference_Location :
Washington, DC
ISSN :
1098-7576
Print_ISBN :
0-7803-7044-9
Type :
conf
DOI :
10.1109/IJCNN.2001.938985
Filename :
938985
Link To Document :
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