Complexity Science
豆瓣
The Study of Emergence
Henrik Jeldtoft Jensen
简介
Ecosystems, the human brain, ant colonies, and economic networks are all complex systems displaying collective behaviour, or emergence, beyond the sum of their parts. Complexity science is the systematic investigation of these emergent phenomena, and stretches across disciplines, from physics and mathematics, to biological and social sciences. This introductory textbook provides detailed coverage of this rapidly growing field, accommodating readers from a variety of backgrounds, and with varying levels of mathematical skill. Part I presents the underlying principles of complexity science, to ensure students have a solid understanding of the conceptual framework. The second part introduces the key mathematical tools central to complexity science, gradually developing the mathematical formalism, with more advanced material provided in boxes. A broad range of end of chapter problems and extended projects offer opportunities for homework assignments and student research projects, with solutions available to instructors online. Key terms are highlighted in bold and listed in a glossary for easy reference, while annotated reading lists offer the option for extended reading and research.
目录
Frontmatter
I - Conceptual Foundation of Complexity Science
pp 1-86
1 - The Science of Emergence
pp 5-20
2 - Conceptual Framework of Emergence
pp 21-45
3 - Specific Types of Emergent Behaviour
pp 46-74
4 - The Value of Prototypical Models of Emergence
pp 75-86
II - Mathematical Tools of Complexity Science
pp 87-400
5 - Branching Processes
pp 93-109
6 - Statistical Mechanics
pp 110-162
7 - Synchronisation
pp 163-176
8 - Network Theory
pp 177-229
9 - Information Theory and Entropy
pp 230-278
10 - Stochastic Dynamics and Equations for the Probabilities
pp 279-323
11 - Agent-Based Modelling
pp 324-355
12 - Intermittency
pp 356-386
13 - Tipping Points, Transitions and Forecasting
pp 387-396
14 - Concluding Comments and a Look to the Future
pp 397-400
Glossary
pp 401-410
References
pp 411-435
Index
pp 436-440