System dynamics modeling with R

• 作者： Duggan, Jim, author.
• 其他作者：
  • SpringerLink (Online service)
• 其他題名：
  • Lecture notes in social networks.
• 出版： Cham : Springer International Publishing :Imprint: Springer
• 叢書名： Lecture notes in social networks,
• 主題： System analysis--Mathematical models. , R (Computer program language) , Computer Science. , Computer Appl. in Social and Behavioral Sciences. , Methodology of the Social Sciences. , Operation Research/Decision Theory.
• ISBN： 9783319340432 (electronic bk.) 、 9783319340418 (paper)
• FIND@SFXID: CGU
• 資料類型: 電子書
• 內容註: An Introduction to System Dynamics -- An Introduction to R -- Modeling Limits to Growth -- Higher Order Models -- Diffusion Models -- Model Testing -- Model Analysis and Calibration -- Appendix A: Installing R and R Studio.
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• 摘要註: 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.
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