System Dynamics Modeling with R (Lecture Notes in Social Networks)
暫譯: 使用 R 進行系統動力學建模(社會網絡講義)

Jim Duggan

  • 出版商: Springer
  • 出版日期: 2016-06-15
  • 售價: $4,540
  • 貴賓價: 9.5$4,313
  • 語言: 英文
  • 頁數: 176
  • 裝訂: Hardcover
  • ISBN: 3319340417
  • ISBN-13: 9783319340418
  • 相關分類: R 語言
  • 海外代購書籍(需單獨結帳)

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商品描述

This new interdisciplinary work presents system dynamics as a powerful approach to enable analysts build simulation models of social systems, with a view toward enhancing decision making. Grounded in the feedback perspective of complex systems, the book provides a practical introduction to system dynamics, and covers key concepts such as stocks, flows, and feedback. Societal challenges such as predicting the impact of an emerging infectious disease, estimating population growth, and assessing the capacity of health services to cope with demographic change can all benefit from the application of computer simulation. This text explains important building blocks of the system dynamics approach, including material delays, stock management heuristics, and how to model effects between different systemic elements. Models from epidemiology, health systems, and economics are presented to illuminate important ideas, and the R programming language is used to provide an open-source and interoperable way to build system dynamics models. System Dynamics Modeling with R also describes hands-on techniques that can enhance client confidence in system dynamic models, including model testing, model analysis, and calibration. Developed from the author’s course in system dynamics, this book is written for undergraduate and postgraduate students of management, operations research, computer science, and applied mathematics. Its focus is on the fundamental building blocks of system dynamics models, and its choice of R as a modeling language make it an ideal reference text for those wishing to integrate system dynamics modeling with related data analytic methods and techniques.

商品描述(中文翻譯)

這本新的跨學科著作將系統動力學呈現為一種強大的方法,使分析師能夠建立社會系統的模擬模型,以增強決策能力。本書基於複雜系統的反饋觀點,提供了系統動力學的實用介紹,並涵蓋了關鍵概念,如庫存、流量和反饋。社會挑戰,例如預測新興傳染病的影響、估算人口增長以及評估健康服務應對人口變化的能力,都可以從計算機模擬的應用中受益。本書解釋了系統動力學方法的重要基礎,包括物料延遲、庫存管理啟發式以及如何建模不同系統元素之間的影響。書中展示了流行病學、健康系統和經濟學的模型,以闡明重要的觀念,並使用 R 程式語言提供一種開源且可互操作的方式來建立系統動力學模型。《System Dynamics Modeling with R》還描述了可以增強客戶對系統動力學模型信心的實用技術,包括模型測試、模型分析和校準。這本書是根據作者的系統動力學課程開發的,適合管理學、運籌學、計算機科學和應用數學的本科生和研究生。其重點在於系統動力學模型的基本構建塊,並選擇 R 作為建模語言,使其成為希望將系統動力學建模與相關數據分析方法和技術整合的理想參考書。