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Fluctuation-Induced Network Control and Learning

Name: Fluctuation-Induced Network Control and Learning
Brand: Springer Verlag, Singapore
SKU: 9789813349780
Price: 2970 CZK
Availability: InStock

Applying the Yuragi Principle of Brain and Biological Systems

Autor: Masayuki Murata, Kenji Leibnitz

Jazyk:

Vazba: Brožovaná

Vydavatel: Springer Verlag, Singapore

Dostupnost: Skladem u dodavatele

Odesíláme za 5-8 dnů

2 970 Kč

From theory to application, this book presents research on biologically and brain-inspired networkin...

Informace o knize

Autor

Masayuki Murata, Kenji Leibnitz

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2022

Stránek

236

EAN

9789813349780

Enbook ID

38785508

Vydavatel

Springer Verlag, Singapore

Hmotnost

385

Rozměry

155 x 235 x 14

Kompletní popis

From theory to application, this book presents research on biologically and brain-inspired networking and machine learning based on Yuragi, which is the Japanese term describing the noise or fluctuations that are inherently used to control the dynamics of a system. The Yuragi mechanism can be found in various biological contexts, such as in gene expression dynamics, molecular motors in muscles, or the visual recognition process in the brain. Unlike conventional network protocols that are usually designed to operate under controlled conditions with a predefined set of rules, the probabilistic behavior of Yuragi-based control permits the system to adapt to unknown situations in a distributed and self-organized manner leading to a higher scalability and robustness.The book consists of two parts. Part 1 provides in four chapters an introduction to the biological background of the Yuragi concept as well as how these are applied to networking problems. Part 2 provides additional contributions that extend the original Yuragi concept to a Bayesian attractor model from human perceptual decision making. In the six chapters of the second part, applications to various fields in information network control and artificial intelligence are presented, ranging from virtual network reconfigurations, a software-defined Internet of Things, and low-power wide-area networks.This book will benefit those working in the fields of information networks, distributed systems, and machine learning who seek new design mechanisms for controlling large-scale dynamically changing systems.

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Fluctuation-Induced Network Control and Learning

Applying the Yuragi Principle of Brain and Biological Systems

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