Probabilistic Spiking Neuronal Nets

Neuromathematics for the Computer Era
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Springer

Paru le : 2024-10-16

This book provides a self-contained introduction to a new class of stochastic models for systems of spiking neurons. These systems have a large number of interacting components, each one evolving as a stochastic process with a memory of variable length. Several mathematical tools are put to use, suc...
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Éditeur

Collection
n.c

Parution
2024-10-16

Pages
199 pages

EAN papier
9783031684081

Antonio Galves was a Senior Professor at the Institute of Mathematics and Statistics at the University of S. Paulo. His later research focused on statistical model selection as a conceptual framework to model neurocognition and on modeling networks of spiking neurons as systems of interacting point processes with memory of variable length. From 2011 until 2023, he was the coordinator of the Research, Innovation and Dissemination Center for Neuromathematics (NeuroMat). He was a member of the Brazilian Academy of Sciences and he was awarded the Brazilian National Order of Scientific Merit. He passed away on September 5, 2023. Eva Löcherbach is presently Professor at the University Paris 1 Panthéon Sorbonne. Previously she was a professor at CY Cergy Paris Université, where she started to work on the stochastic modeling of neurons, going from models for single neurons (the stochastic Hodgkin–Huxley model and its longtime behavior) to systems of interacting and spiking neurons described by point processes, their mean field limits and the emergence of collective behavior. She was a plenary speaker at ECMTB in Lisbon, 2018. Christophe Pouzat is a researcher at the Centre National de la Recherche Scientifique (CNRS) and at the University of Strasbourg. His PhD and postdoctoral work was in experimental neurophysiology (adapting multi-electrode arrays extracellular recordings to the first olfactory relay of insects). He was then recruited by the CNRS in 2001, where he combined experimental work with methods development for 10 years. He then joined the maths department of his University (then Paris-Descartes) and has since been working on neurophysiological data analysis, as well as on stochastic models of neuronal networks and their simulation.  

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EAN PDF
9783031684098
Prix
105,49 €
Nombre pages copiables
1
Nombre pages imprimables
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Taille du fichier
6164 Ko
EAN EPUB
9783031684098
Prix
105,49 €
Nombre pages copiables
1
Nombre pages imprimables
19
Taille du fichier
13302 Ko

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