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STDP allows fast rate-modulated coding with Poisson-like spike trains (Gilson et al. 2011)
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The model demonstrates that a neuron equipped with STDP robustly detects repeating rate patterns among its afferents, from which the spikes are generated on the fly using inhomogenous Poisson sampling, provided those rates have narrow temporal peaks (10-20ms) - a condition met by many experimental Post-Stimulus Time Histograms (PSTH).
Gilson M, Masquelier T, Hugues E (2011) STDP allows fast rate-modulated coding with Poisson-like spike trains.
PLoS Comput Biol
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Abstract integrate-and-fire leaky neuron;
Spatio-temporal Activity Patterns;
Long-term Synaptic Plasticity;
Masquelier, Tim [timothee.masquelier at alum.mit.edu];
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