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Spike time attractors in cortical neurons
Paul Tiesinga,1 Jean-Marc Fellous,2
Peter Thomas,2 and Terrence Sejnowski2
1University of North Carolina
2Salk Institute
The responses of cortical neurons in vitro to fluctuating
current injections show stereotyped patterns of spike-time
relationships, and similar spike-time histograms occur across
neurons with different firing rates, as recently observed by
Reinagel & Reid in the cat lateral geniculate nucleus. The
observed spike trains do not form renewal processes. Instead,
these observations can be interpreted as evidence for socalled
spike time attractors. I will introduce methods to detect and
analyze spike time attractors. I will show how postsynaptic
neurons can detect their non-renewal structure via short-term
depression and facilitation. Furthermore, I will discuss how
spike time attractors can form the basis for methods to assess
synchrony between two spike trains and efficient methods
to calculate mutual information between input stimuli and output
spike trains.