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Reconstruction, Identification and Implementation Methods for Spiking Neural Circuits

Reconstruction, Identification and Implementation Methods for Spiking Neural Circuits

Hardcover

Series: Springer Theses

Medical ReferenceTechnology & EngineeringGeneral Mathematics

ISBN10: 3319570803
ISBN13: 9783319570808
Publisher: Springer Nature
Published: May 3 2017
Pages: 139
Weight: 0.88
Height: 0.44 Width: 6.14 Depth: 9.21
Language: English

This work is motivated by the ongoing open question of how information in the outside world is represented and processed by the brain. Consequently, several novel methods are developed.

A new mathematical formulation is proposed for the encoding and decoding of analog signals using integrate-and-fire neuron models. Based on this formulation, a novel algorithm, significantly faster than the state-of-the-art method, is proposed for reconstructing the input of the neuron.

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