Introduction to the Theory of Complex Systems
暫譯: 複雜系統理論導論
Stefan Thurner, Rudolf Hanel, Peter Klimek
- 出版商: Oxford University
- 出版日期: 2018-12-04
- 售價: $2,650
- 貴賓價: 9.8 折 $2,597
- 語言: 英文
- 頁數: 448
- 裝訂: Hardcover
- ISBN: 019882193X
- ISBN-13: 9780198821939
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相關分類:
動力學 Dynamics
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商品描述
This book is a comprehensive introduction to quantitative approaches to complex adaptive systems. Practically all areas of life on this planet are constantly confronted with complex systems, be it ecosystems, societies, traffic, financial markets, opinion formation and spreading, or the internet and social media. Complex systems are systems composed of many elements that interact strongly with each other, which makes them extremely rich dynamical systems showing a huge range of phenomena. Properties of complex systems that are of particular importance are their efficiency, robustness, resilience, and proneness to collapse.
The quantitative tools and concepts needed to understand the co-evolutionary nature of networked systems and their properties are challenging. The book gives a self-contained introduction to these concepts, so that the reader will be equipped with a toolset that allows them to engage in the science of complex systems. Topics covered include random processes of path-dependent processes, co-evolutionary dynamics, dynamics of networks, the theory of scaling, and approaches from statistical mechanics and information theory. The book extends beyond the early classical literature in the field of complex systems and summarizes the methodological progress made over the past 20 years in a clear, structured, and comprehensive way.
The quantitative tools and concepts needed to understand the co-evolutionary nature of networked systems and their properties are challenging. The book gives a self-contained introduction to these concepts, so that the reader will be equipped with a toolset that allows them to engage in the science of complex systems. Topics covered include random processes of path-dependent processes, co-evolutionary dynamics, dynamics of networks, the theory of scaling, and approaches from statistical mechanics and information theory. The book extends beyond the early classical literature in the field of complex systems and summarizes the methodological progress made over the past 20 years in a clear, structured, and comprehensive way.
商品描述(中文翻譯)
本書是對複雜適應系統的定量方法的全面介紹。地球上幾乎所有生活領域都不斷面臨複雜系統的挑戰,無論是生態系統、社會、交通、金融市場、意見形成與擴散,還是互聯網和社交媒體。複雜系統是由許多元素組成的系統,這些元素之間強烈互動,使其成為極其豐富的動態系統,展現出各種現象。複雜系統特別重要的特性包括其效率、穩健性、韌性以及易於崩潰的傾向。
理解網絡系統的共同演化特性及其屬性所需的定量工具和概念是具有挑戰性的。本書提供了這些概念的自足介紹,使讀者能夠掌握一套工具,讓他們能夠參與複雜系統的科學研究。涵蓋的主題包括依賴路徑的隨機過程、共同演化動力學、網絡的動力學、縮放理論,以及來自統計力學和信息理論的方法。本書超越了複雜系統領域早期的經典文獻,以清晰、結構化和全面的方式總結了過去20年在方法論上的進展。
