Reconstruction, Identification and Implementation Methods for Spiking Neural Circuits

Language: English

Published by Springer, Palgrave Macmillan Jul 2018, 2018

3319860720 / 9783319860725

Series: Book 278 of 797 - Springer Theses

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This item is printed on demand - Print on Demand Titel. Neuware -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.Two new identification methods are proposed for neural circuits comprising a filter in series with a spiking neuron model. These methods reduce the number of assumptions made by the state-of-the-art identification framework, allowing for a wider range of models of sensory processing circuits to be inferred directly from input-output observations.A third contribution is an algorithm that computes the spike time sequence generated by an integrate-and-fire neuron model in response to the output of alinear filter, given the input of the filter encoded with the same neuron model.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 156 pp. Englisch.…

Seller Inventory # 9783319860725

Title
Reconstruction, Identification and Implementation Methods for Spiking Neural Circuits
Author
Dorian Florescu
Publisher
Springer, Palgrave Macmillan Jul 2018
Publication year
2018
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3319860720
ISBN 13
9783319860725
Item weight
248 grams
Dimensions
235x155x9 mm
Series
Book 278 of 797: Springer Theses

buchversandmimpf2000

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