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Taming the Complexity of Evolutionary Dynamics

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$396.00

Last updated on April 26, 2022 12:30 pm
SKU: 10087873

$396.00

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The study of complex adaptive systems is among the key modern tasks in science. Such systems show radically different behaviours at different scales and in different environments, and mathematical modelling of such emergent behaviour is very difficult, even at the conceptual level. We require a new methodology to study and understand complex, emergent macroscopic phenomena. Coarse graining, a technique that originated in statistical physics, involves taking a system with many microscopic degrees of freedom and finding an appropriate subset of collective variables that offer a compact, computationally feasible description of the system, in terms of which the dynamics looks “natural”.

The authors explain the basics of natural and artificial evolutionary dynamics, and offer detailed treatments of the related models of search spaces, population spaces, state spaces, crossover, mutation and selection. The rest of the book is concerned with the mathematical modelling of these aspects of evolutionary dynamics using the coarse graining technique, and with analysis of the subsequent models.

This book is a significant contribution to the theory of artificial evolutionary systems, and will be key reading for theoreticians in computer science, artificial intelligence and engineering. While the insights into how complexity can be tamed will be valuable reading for biologists and physicists engaged with the theory of natural evolutionary systems.

 

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Specification: Taming the Complexity of Evolutionary Dynamics

Release date NZ

June 14th, 2023

Author

Christopher Stephens Riccardo Poli

Audience

Postgraduate, Research & Scholarly

Country of Publication

Germany

Edition

1st ed. 2023

Illustrations

X, 480 p.

Imprint

Springer-Verlag Berlin and Heidelberg GmbH & Co. K

Pages

480

Dimensions

165x220x25

ISBN-13

9783642173608

Product ID

10087873

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Taming the Complexity of Evolutionary Dynamics
Taming the Complexity of Evolutionary Dynamics

$396.00

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