Inferring network connectivity from event timing patterns
Published in Physical Review Letters, 2018
We introduced a mapping of the network spiking activity to high-dimensional spaces, called event spaces, spanned by the relative spiking intervals of all neurons in the network. This mapping can be construed as a sampling of the inter-spike interval generating function for each neuron. To identify the effect of putative pre-synaptic neurons to a post-synaptic one we proposed a linearisation of the inter-spike interval generating function around a reference point (reference event).
Recommended citation: Casadiego*, J; Maoutsa*, D; Timme, M. (2018). "Inferring network connectivity from event timing patterns." Physical Review Letters. 121.5 (2018): 054101.
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