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Probabilistic Spiking Neuronal Nets

Posted By: hill0
Date: 18 Oct 2024 07:05:37
Probabilistic Spiking Neuronal Nets

Probabilistic Spiking Neuronal Nets: Neuromathematics for the Computer Era
English | 2024 | ISBN: 3031684087 | 214 Pages | PDF EPUB (True) | 15 MB

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, such as Markov chains, stochastic chains having memory of variable length, point processes having stochastic intensity, Hawkes processes, random graphs, mean field limits, perfect sampling algorithms, the Context algorithm, and statistical model selection.
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