Name
Title | ||
|---|---|---|
Correlations modulate the non-monotonic response of a neuron with short-term plasticity |
Abstract | ||
|---|---|---|
The impact of synchronous inputs onto a simple neuron model with synapses showing short-term plasticity is studied. The synaptic model includes depression, stochastic release and facilitation. The mean and second-order statistics of the current are computed. The combination of synchrony and STP produces a non-monotonic behavior of the current variance σ, while the mean μ saturates monotonically. Provided that μ saturates under threshold, the output rate inherits the resonant behavior of σ, making the neuron respond maximally to a specific rate. Information about the input rate can be transmitted beyond the saturation of μ by means of σ. |
Year | DOI | Venue |
|---|---|---|
2004 | 10.1016/j.neucom.2004.01.061 | Neurocomputing |
Keywords | Field | DocType |
Short-term plasticity,Synchrony,Stochastic transmission,Neural response | Monotonic function,Neuroscience,Developmental plasticity,Artificial intelligence,Neuron,Metaplasticity,Homeostatic plasticity,Machine learning,Mathematics,Plasticity,Homosynaptic plasticity | Journal |
Volume | ISSN | Citations |
58 | 0925-2312 | 5 |
PageRank | References | Authors |
0.59 | 2 | 3 |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Jaime de la Rocha | 1 | 41 | 4.26 |
| Rubén Moreno-Bote | 2 | 118 | 12.30 |
| Néstor Parga | 3 | 160 | 20.25 |