Agent-Based and Individual-Based Modeling: A Practical Introduction (Paperback)
暫譯: 基於代理與個體的建模:實用入門(平裝本)
Steven F. Railsback, Volker Grimm
- 出版商: Princeton University
- 出版日期: 2011-11-06
- 售價: $2,740
- 貴賓價: 9.5 折 $2,603
- 語言: 英文
- 頁數: 352
- 裝訂: Paperback
- ISBN: 0691136742
- ISBN-13: 9780691136745
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商品描述
Agent-based modeling is a new technique for understanding how the dynamics of biological, social, and other complex systems arise from the characteristics and behaviors of the agents making up these systems. This innovative textbook gives students and scientists the skills to design, implement, and analyze agent-based models. It starts with the fundamentals of modeling and provides an introduction to NetLogo, an easy-to-use, free, and powerful software platform. Nine chapters then each introduce an important modeling concept and show how to implement it using NetLogo. The book goes on to present strategies for finding the right level of model complexity and developing theory for agent behavior, and for analyzing and learning from models.
Agent-Based and Individual-Based Modeling features concise and accessible text, numerous examples, and exercises using small but scientific models. The emphasis throughout is on analysis--such as software testing, theory development, robustness analysis, and understanding full models--and on design issues like optimizing model structure and finding good parameter values.
- The first hands-on introduction to agent-based modeling, from conceptual design to computer implementation to parameterization and analysis
- Filled with examples and exercises, with updates and supplementary materials at http://www.railsback-grimm-abm-book.com/
- Designed for students and researchers across the biological and social sciences
- Written by leading practitioners
商品描述(中文翻譯)
代理基礎建模是一種新技術,用於理解生物、社會及其他複雜系統的動態如何源自構成這些系統的代理的特徵和行為。這本創新的教科書為學生和科學家提供設計、實施和分析代理基礎模型的技能。書中首先介紹建模的基本原理,並提供 NetLogo 的入門介紹,這是一個易於使用、免費且功能強大的軟體平台。接下來的九章各自介紹一個重要的建模概念,並展示如何使用 NetLogo 實現它。該書還提出了尋找合適模型複雜度的策略、發展代理行為理論,以及分析和從模型中學習的方法。
《代理基礎與個體基礎建模》特別強調簡潔易懂的文字、眾多範例和使用小型但科學模型的練習。全書的重點在於分析——例如軟體測試、理論發展、穩健性分析和理解完整模型——以及設計問題,如優化模型結構和尋找良好的參數值。
- 首次提供從概念設計到計算機實施,再到參數化和分析的代理基礎建模實作介紹
- 充滿範例和練習,並在 http://www.railsback-grimm-abm-book.com/ 提供更新和補充材料
- 為生物和社會科學領域的學生和研究人員設計
- 由領先的實踐者撰寫