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Towards a learning-theoretic analysis of spike-timing dependent plasticity
dependent plasticity learning-theoretic analysis spike-timing
2012/11/26
This paper suggests a learning-theoretic perspective on how synaptic plasticity benefits global brain functioning. We introduce a model, the selectron, that (i) arises as the fast time constant limit ...
We study the computational capacity of a model neuron, the Tempotron, which classifies sequences of spikes by linear-threshold operations. We use statistical mechanics and extreme value theory to deri...