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Complex and Adaptive Dynamical Systems: A Primer

โœ Scribed by Claudius Gros (auth.)


Publisher
Springer Berlin Heidelberg
Year
2011
Tongue
English
Leaves
336
Edition
2nd ed.
Category
Library

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โœฆ Synopsis


We are living in an ever more complex world, an epoch where human actions can accordingly acquire far-reaching potentialities. Complex and adaptive dynamical systems are ubiquitous in the world surrounding us and require us to adapt to new realities and the way of dealing with them.

This primer has been developed with the aim of conveying a wide range of "commons-sense" knowledge in the field of quantitative complex system science at an introductory level, providing an entry point to this both fascinating and vitally important subject.

The approach is modular and phenomenology driven. Examples of emerging phenomena of generic importance treated in this book are:

-- The small world phenomenon in social and scale-free networks.

-- Phase transitions and self-organized criticality in adaptive systems.

-- Life at the edge of chaos and coevolutionary avalanches resulting from the unfolding of all living.

-- The concept of living dynamical systems and emotional diffusive control within cognitive system theory.

Technical course prerequisites are a basic knowledge of ordinary and partial differential equations and of statistics. Each chapter comes with exercises and suggestions for further reading - solutions to the exercises are also provided.

This second edition adds a new chapter on quantifiying/measuring complexity in given systems, together with an introduction to information theory, has an expanded exercises and solutions section, and contains both revised and additional subsections.

โœฆ Table of Contents


Front Matter....Pages i-xiv
Graph Theory and Small-World Networks....Pages 1-38
Chaos, Bifurcations and Diffusion....Pages 39-78
Complexity and Information Theory....Pages 79-108
Random Boolean Networks....Pages 109-143
Cellular Automata and Self-Organized Criticality....Pages 145-177
Darwinian Evolution, Hypercycles and Game Theory....Pages 179-213
Synchronization Phenomena....Pages 215-242
Elements of Cognitive Systems Theory....Pages 243-282
Solutions....Pages 283-314
Back Matter....Pages 315-325

โœฆ Subjects


Statistical Physics, Dynamical Systems and Complexity


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