By Dorian Florescu
This paintings is prompted by way of the continuing open query of ways details within the open air international is represented and processed by means of the mind. therefore, a number of novel equipment are developed.
A new mathematical formula is proposed for the encoding and interpreting of analog indications utilizing integrate-and-fire neuron versions. in line with this formula, a singular set of rules, considerably speedier than the state of the art strategy, is proposed for reconstructing the enter of the neuron.
Two new id equipment are proposed for neural circuits comprising a filter out in sequence with a spiking neuron version. those equipment decrease the variety of assumptions made through the cutting-edge identity framework, taking into consideration a much broader 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 filter out encoded with an analogous neuron model.
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Reconstruction, Identification and Implementation Methods for Spiking Neural Circuits (Springer Theses) by Dorian Florescu