By Dorian Florescu
This paintings is prompted by way of the continued open query of ways info within the open air international is represented and processed via the mind. as a result, a number of novel equipment are developed.
A new mathematical formula is proposed for the encoding and deciphering of analog signs utilizing integrate-and-fire neuron versions. in line with this formula, a singular set of rules, considerably swifter than the state of the art strategy, is proposed for reconstructing the enter of the neuron.
Two new identity tools are proposed for neural circuits comprising a clear out in sequence with a spiking neuron version. those equipment lessen the variety of assumptions made through the cutting-edge identity framework, bearing in mind a much wider diversity of types of sensory processing circuits to be inferred at once from input-output observations.
A 3rd contribution is an set of rules that computes the spike time series generated via an integrate-and-fire neuron version based on the output of a linear clear out, given the enter of the clear out encoded with an identical neuron model.
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Reconstruction, Identification and Implementation Methods for Spiking Neural Circuits (Springer Theses) by Dorian Florescu
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