Get Free Shipping on orders over $79
Reconstruction, Identification and Implementation Methods for Spiking Neural Circuits : Springer Theses - Dorian Florescu

Reconstruction, Identification and Implementation Methods for Spiking Neural Circuits

By: Dorian Florescu

eText | 24 April 2017

At a Glance

eText


$189.00

or 4 interest-free payments of $47.25 with

 or 

Instant online reading in your Booktopia eTextbook Library *

Why choose an eTextbook?

Instant Access *

Purchase and read your book immediately

Read Aloud

Listen and follow along as Bookshelf reads to you

Study Tools

Built-in study tools like highlights and more

* eTextbooks are not downloadable to your eReader or an app and can be accessed via web browsers only. You must be connected to the internet and have no technical issues with your device or browser that could prevent the eTextbook from operating.

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.

on
Desktop
Tablet
Mobile

More in Applied Mathematics

Pi the Laws of Duality - G. Neal

eBOOK

Discrete Mathematics - Julian Ting

eBOOK

Markov Chains : Theory and Applications - C.R. Rao

eBOOK

RRP $359.04

$323.99

10%
OFF
Grape Explications - Neal D. Hulkower

eBOOK

RRP $18.69

$17.99

Mathematics for Engineers - Ritu Shrivastava

eBOOK