Probabilistic Spiking Neuronal Nets : Neuromathematics for the Computer Era

Name: Probabilistic Spiking Neuronal Nets
Brand: Springer International Publishing AG
SKU: 9783031684081
Price: 16200 KES
Availability: OutOfStock
ISBN: 9783031684081

2024 ed.

by Dr. Sandra Frimmel

Book Details

Format Paperback / softback

Book Series Lecture Notes on Mathematical Modelling in the Life Sciences

ISBN-10 3031684087

ISBN-13 9783031684081

Edition 2024 ed.

Publisher Springer International Publishing AG

Imprint Springer International Publishing AG

Country of Manufacture GB

Country of Publication GB

Publication Date Oct 17th, 2024

Print length 199 Pages

Product Classification: Probability & statistics Probability and statistics Applied mathematics Biology, life sciences Neurosciences Computer modelling & simulation Computer modelling and simulation

KSh 16,200.00

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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.

The book?s focus on mathematically tractable objects distinguishes it from other texts on theoretical neuroscience. The biological complexity of neurons is not ignored, but reduced to some of its main features, such as the intrinsic randomness of neuronal dynamics. This reduction in complexity aims at explaining and reproducing statistical regularities and collective phenomena that are observed in experimental data, an approach that leads to mathematically rigorous results.

With an emphasis on a constructive and algorithmic point of view, this book is directed towards mathematicians interested in learning about stochastic network models and their neurobiological underpinning, and neuroscientists interested in learning how to build and prove results with mathematical models that relate to actual experimental settings.

Get Probabilistic Spiking Neuronal Nets by Dr. Sandra Frimmel at the best price and quality guaranteed only at Werezi Africa's largest book ecommerce store. The book was published by Springer International Publishing AG and it has 199 pages.