Reconstruction, Identification and Implementation Methods for Spiking Neural Circuits

Nonfiction, Science & Nature, Mathematics, Applied, Technology, Electronics
Cover of the book Reconstruction, Identification and Implementation Methods for Spiking Neural Circuits by Dorian Florescu, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Dorian Florescu ISBN: 9783319570815
Publisher: Springer International Publishing Publication: April 24, 2017
Imprint: Springer Language: English
Author: Dorian Florescu
ISBN: 9783319570815
Publisher: Springer International Publishing
Publication: April 24, 2017
Imprint: Springer
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.

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 a linear filter, given the input of the filter encoded with the same neuron model.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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 a linear filter, given the input of the filter encoded with the same neuron model.

More books from Springer International Publishing

Cover of the book Built Heritage: Monitoring Conservation Management by Dorian Florescu
Cover of the book Love and Intimacy in Online Cross-Cultural Relationships by Dorian Florescu
Cover of the book Advances in Design for Inclusion by Dorian Florescu
Cover of the book Crowdfunding in Europe by Dorian Florescu
Cover of the book Mobile Media Technologies and Poiēsis by Dorian Florescu
Cover of the book Designing the Digital Transformation by Dorian Florescu
Cover of the book Advancement of Optical Methods in Experimental Mechanics, Volume 3 by Dorian Florescu
Cover of the book Web Information Systems and Technologies by Dorian Florescu
Cover of the book The Jew as Legitimation by Dorian Florescu
Cover of the book Egalitarianism in Scandinavia by Dorian Florescu
Cover of the book Asbestos and Mesothelioma by Dorian Florescu
Cover of the book Ion Beam Modification of Solids by Dorian Florescu
Cover of the book Non-Biological Complex Drugs by Dorian Florescu
Cover of the book Knowledge Management and Information Tools for Building Maintenance and Facility Management by Dorian Florescu
Cover of the book Geomechanics, Fluid Dynamics and Well Testing, Applied to Naturally Fractured Carbonate Reservoirs by Dorian Florescu
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy