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Oscillations, phase-of-firing coding and STDP: an efficient learning scheme (Masquelier et al. 2009)
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The model demonstrates how a common oscillatory drive for a group of neurons formats and reliabilizes their spike times - through an activation-to-phase conversion - so that repeating activation patterns can be easily detected and learned by a downstream neuron equipped with STDP, and then recognized in just one oscillation cycle.
Masquelier T, Hugues E, Deco G, Thorpe SJ (2009) Oscillations, Phase-of-Firing Coding and Spike Timing-Dependent Plasticity: an Efficient Learning Scheme.
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Abstract integrate-and-fire leaky neuron;
Temporal Pattern Generation;
Spatio-temporal Activity Patterns;
Long-term Synaptic Plasticity;
Masquelier, Tim [timothee.masquelier at alum.mit.edu];
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