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2015 | OriginalPaper | Chapter

Modeling Astrocyte-Neuron Interactions

Authors : Soukeina Ben Chikha, Kirmene Marzouki, Samir Ben Ahmed

Published in: Neural Information Processing

Publisher: Springer International Publishing

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Abstract

The involvement of astrocytes in information processing in the brain has recently been demonstrated. In this paper, we investigate, using computational models (SOM and MLP), one of the observed astrocyte-neuron interactions for information processing: the neural modulation represented by the observed calcium waves. We apply it to solve classification problems. The results of the performed tests confirmed that the proposed approach improved artificial neural network performance, especially learning time acceleration.

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previous chapter Dynamical Analysis of Neural Networks with Time-Varying Delays Using the LMI Approach
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Metadata
Title
Modeling Astrocyte-Neuron Interactions
Authors
Soukeina Ben Chikha
Kirmene Marzouki
Samir Ben Ahmed
Copyright Year
2015
Book
Neural Information Processing

Print ISBN: 978-3-319-26554-4

Electronic ISBN: 978-3-319-26555-1

Copyright Year: 2015

DOI
https://doi.org/10.1007/978-3-319-26555-1_35

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