Complex and Adaptive Dynamical Systems

Name: Complex and Adaptive Dynamical Systems
Brand: Springer, Berlin
SKU: 9783031550751
Price: 331.49 PLN
Availability: InStock

A Comprehensive Introduction

Autor: Claudius Gros

Język:

Oprawa: Twarda

Wydawca: Springer, Berlin

Dostępność: Dostępna u dostawcy

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331.49 zł

This textbook offers a comprehensive introduction to the concepts underpinning our modern understand...

Informacje o książce

Autor

Claudius Gros

Język

Angielski

Oprawa

Książka - Twarda

Data wydania

2024

strony

480

EAN

9783031550751

Enbook ID

44750303

Wydawca

Springer, Berlin

Waga

824

Wymiary

155 x 235

Pełny opis

This textbook offers a comprehensive introduction to the concepts underpinning our modern understanding of complex and emergent behavior. Mathematical methods necessary for the discussion are introduced and explained on the run. All derivations are presented step-by-step. This new fifth edition has been fully revised and includes a new chapter, a range of new sections, figures and exercises. The Solution chapter has been reorganized for clarity.The core aspects of modern complex system sciences are presented in the first chapters, covering the foundations of network- and dynamical system theory, with a particular focus on scale-free networks and tipping phenomena. The notion of deterministic chaos is treated together with bifurcation theory and the intricacies of time delays. Modern information theoretical principles are discussed in further chapters, together with the notion of self-organized criticality, synchronization phenomena, and a game-theoretical treatment of the tragedy of the commons. The dynamical systems view of modern machine learning is presented in a new chapter.Chapters include exercises and suggestions for further reading. The textbook is suitable for graduate and advanced undergraduate students. The prerequisites are the basic mathematical tools of courses in natural sciences, computer science or engineering.

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Complex and Adaptive Dynamical Systems

A Comprehensive Introduction

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