STDP Allows Fast Rate-Modulated Coding with Poisson-Like Spike Trains

@inproceedings{Gilson2011STDPAF,
  title={STDP Allows Fast Rate-Modulated Coding with Poisson-Like Spike Trains},
  author={Matthieu Gilson and Timoth{\'e}e Masquelier and Etienne Hugues},
  booktitle={PLoS Computational Biology},
  year={2011}
}
Spike timing-dependent plasticity (STDP) has been shown to enable single neurons to detect repeatedly presented spatiotemporal spike patterns. This holds even when such patterns are embedded in equally dense random spiking activity, that is, in the absence of external reference times such as a stimulus onset. Here we demonstrate, both analytically and numerically, that STDP can also learn repeating rate-modulated patterns, which have received more experimental evidence, for example, through… CONTINUE READING
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