Analytical Methods for Dynamic Modelers Hardcover
暫譯: 動態模型分析方法 (精裝版)

  • 出版商: MIT
  • 出版日期: 2015-11-13
  • 售價: $2,710
  • 貴賓價: 9.5$2,575
  • 語言: 英文
  • 頁數: 448
  • 裝訂: Hardcover
  • ISBN: 0262029499
  • ISBN-13: 9780262029490
  • 海外代購書籍(需單獨結帳)

商品描述

Simulation modeling is increasingly integrated into research and policy analysis of complex sociotechnical systems in a variety of domains. Model-based analysis and policy design inform a range of applications in fields from economics to engineering to health care. This book offers a hands-on introduction to key analytical methods for dynamic modeling. Bringing together tools and methodologies from fields as diverse as computational statistics, econometrics, and operations research in a single text, the book can be used for graduate-level courses and as a reference for dynamic modelers who want to expand their methodological toolbox.

The focus is on quantitative techniques for use by dynamic modelers during model construction and analysis, and the material presented is accessible to readers with a background in college-level calculus and statistics. Each chapter describes a key method, presenting an introduction that emphasizes the basic intuition behind each method, tutorial style examples, references to key literature, and exercises. The chapter authors are all experts in the tools and methods they present. The book covers estimation of model parameters using quantitative data; understanding the links between model structure and its behavior; and decision support and optimization. An online appendix offers computer code for applications, models, and solutions to exercises.

ContributorsWenyi An, Edward G. Anderson Jr., Yaman Barlas, Nishesh Chalise, Robert Eberlein, Hamed Ghoddusi, Winfried Grassmann, Peter S. Hovmand, Mohammad S. Jalali, Nitin Joglekar, David Keith, Juxin Liu, Erling Moxnes, Rogelio Oliva, Nathaniel D. Osgood, Hazhir Rahmandad, Raymond Spiteri, John Sterman, Jeroen Struben, Burcu Tan, Karen Yee, Gönenç Yücel

商品描述(中文翻譯)

模擬建模越來越多地融入各種領域中複雜社會技術系統的研究和政策分析。基於模型的分析和政策設計為經濟學、工程學到醫療保健等領域的多種應用提供了資訊。本書提供了一個動態建模關鍵分析方法的實用入門。將計算統計學、計量經濟學和運籌學等多個不同領域的工具和方法整合在一本書中,該書可用於研究生課程,並作為希望擴展其方法工具箱的動態建模者的參考資料。

本書重點介紹動態建模者在模型構建和分析過程中使用的定量技術,所呈現的材料對於具備大學級微積分和統計學背景的讀者來說是可理解的。每一章節描述一個關鍵方法,提供強調每個方法基本直覺的介紹、教程風格的範例、關鍵文獻的參考以及練習題。章節作者均為其所介紹工具和方法的專家。本書涵蓋了使用定量數據估計模型參數;理解模型結構與其行為之間的聯繫;以及決策支持和優化。一個線上附錄提供了應用、模型和練習題解的計算機代碼。

貢獻者:Wenyi An, Edward G. Anderson Jr., Yaman Barlas, Nishesh Chalise, Robert Eberlein, Hamed Ghoddusi, Winfried Grassmann, Peter S. Hovmand, Mohammad S. Jalali, Nitin Joglekar, David Keith, Juxin Liu, Erling Moxnes, Rogelio Oliva, Nathaniel D. Osgood, Hazhir Rahmandad, Raymond Spiteri, John Sterman, Jeroen Struben, Burcu Tan, Karen Yee, Gönenç Yücel

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