Perfect Associative Learning with Spike-Timing-Dependent Plasticity

@inproceedings{Albers2013PerfectAL,
  title={Perfect Associative Learning with Spike-Timing-Dependent Plasticity},
  author={Christian Albers and Maren Westkott and Klaus Pawelzik},
  booktitle={NIPS},
  year={2013}
}
Recent extensions of the Perceptron as the Tempotron and the Chronotron suggest that this theoretical concept is highly relevant for un derstanding networks of spiking neurons in the brain. It is not known, however, how th e computational power of the Perceptron might be accomplished by the plastic ity mechanisms of real synapses. Here we prove that spike-timing-dependent p lasticity having an anti-Hebbian form for excitatory synapses as well as a spike -timing-dependent plasticity of Hebbian… CONTINUE READING
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