Theory of spike timing based neural classifiers

Ran Rubin, Remi Monasson, Haim Sompolinsky

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…