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2014 | OriginalPaper | Chapter

9. Simulations II: Variable-Oriented Models

Author : Claudio Cioffi-Revilla

Published in: Introduction to Computational Social Science

Publisher: Springer London

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Abstract

Social simulations became famous in the 1960s through dynamical models used to predict the future of the world in terms of population growth, urbanization, pollution, and other variables. This chapter examines the contemporary landscape of variable-based model used in CSS. The emphasis is on system dynamics models and queuing models, two of the most important classes of variable-oriented models in use today. Both social simulation modeling traditions are examined in terms of the methodology introduced in the previous chapter and examples are provided from areas of pure and applied CSS research. In general, system dynamics simulations emphasize deterministic causal processes, whereas queuing simulations highlight stochastic processes and mean, statistical behaviors. However, this is only a matter of general orientation, since both classes of models can share some features of the other, especially system dynamics models with probabilistic components. Both classes of models comprise a large scientific literature and numerous applications that range from basic scientific research to applied policy domains in national defense and homeland security, transportation, public health, commercial and management applications, to name just a few.

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Literature
go back to reference Y. Barlas, Formal aspects of model validity and validation in system dynamics. System Dynamics Review 12(3), 183–210 (1996) CrossRef Y. Barlas, Formal aspects of model validity and validation in system dynamics. System Dynamics Review 12(3), 183–210 (1996) CrossRef
go back to reference N. Choucri, R.C. North, Nations in Conflict: National Growth and International Violence (Freeman, San Francisco, 1975) N. Choucri, R.C. North, Nations in Conflict: National Growth and International Violence (Freeman, San Francisco, 1975)
go back to reference N. Choucri, International Energy Futures: Petroleum Prices, Power, and Payments (MIT Press, Cambridge, 1981) N. Choucri, International Energy Futures: Petroleum Prices, Power, and Payments (MIT Press, Cambridge, 1981)
go back to reference N. Choucri, D. Goldsmith, S. Madnick, J.B. Morrison, M. Siegel, Using System Dynamics to Model and Better Understand State Stability. Paper presented at the 25th International Conference of the System Dynamics Society, Boston, MA. MIT Sloan School working paper 4661–07, 7/1/2007 N. Choucri, D. Goldsmith, S. Madnick, J.B. Morrison, M. Siegel, Using System Dynamics to Model and Better Understand State Stability. Paper presented at the 25th International Conference of the System Dynamics Society, Boston, MA. MIT Sloan School working paper 4661–07, 7/1/2007
go back to reference J.W. Forrester, Industrial Dynamics (MIT Press, Cambridge, 1961) J.W. Forrester, Industrial Dynamics (MIT Press, Cambridge, 1961)
go back to reference J.W. Forrester, Principles of Systems (Wright-Allen Press, Cambridge, 1968) J.W. Forrester, Principles of Systems (Wright-Allen Press, Cambridge, 1968)
go back to reference J.W. Forrester, Urban Dynamics (MIT Press, Cambridge, 1969) J.W. Forrester, Urban Dynamics (MIT Press, Cambridge, 1969)
go back to reference J.W. Forrester, World Dynamics (Wright-Allen Press, Cambridge, 1973) J.W. Forrester, World Dynamics (Wright-Allen Press, Cambridge, 1973)
go back to reference S. Gavrilets, D. Anderson, P. Turchin, Cycling in the complexity of early societies. Cliodynamics: Journal of Theoretical and Mathematical History 1(1), 58–80 (2010) S. Gavrilets, D. Anderson, P. Turchin, Cycling in the complexity of early societies. Cliodynamics: Journal of Theoretical and Mathematical History 1(1), 58–80 (2010)
go back to reference R.A. Hanneman, Computer-Assisted Theory Building: Modeling Dynamic Social Systems (Sage, Newbury Park, 1988) R.A. Hanneman, Computer-Assisted Theory Building: Modeling Dynamic Social Systems (Sage, Newbury Park, 1988)
go back to reference B.B. Hughes, E.E. Hillebrand, Exploring and Shaping International Futures (Paradigm Publishers, Boulder, 2006) B.B. Hughes, E.E. Hillebrand, Exploring and Shaping International Futures (Paradigm Publishers, Boulder, 2006)
go back to reference C.L. Lofdahl, Environmental Impacts of Globalization and Trade: A Systems Study (MIT Press, Cambridge, 2002) C.L. Lofdahl, Environmental Impacts of Globalization and Trade: A Systems Study (MIT Press, Cambridge, 2002)
go back to reference U. Luterbacher, Simulation models, global environmental change, and policy, in International Relations and Global Climate Change, ed. by U. Luterbacher, D.F. Sprinz (MIT Press, Cambridge, 2001), pp. 183–197 U. Luterbacher, Simulation models, global environmental change, and policy, in International Relations and Global Climate Change, ed. by U. Luterbacher, D.F. Sprinz (MIT Press, Cambridge, 2001), pp. 183–197
go back to reference D.H. Meadows, D.L. Meadows, J. Randers, W.B. William III., The Limits to Growth: A Report to the Club of Rome's Project on the Predicament of Mankind (New American Library, New York, 1974) D.H. Meadows, D.L. Meadows, J. Randers, W.B. William III., The Limits to Growth: A Report to the Club of Rome's Project on the Predicament of Mankind (New American Library, New York, 1974)
go back to reference J.D. Sterman, Business Dynamics: System Thinking and Modeling for a Complex World (McGraw-Hill, Boston, 2000) J.D. Sterman, Business Dynamics: System Thinking and Modeling for a Complex World (McGraw-Hill, Boston, 2000)
go back to reference P. Turchin, Historical Dynamics: Why States Rise and Fall (Princeton University Press, Princeton, 2003) P. Turchin, Historical Dynamics: Why States Rise and Fall (Princeton University Press, Princeton, 2003)
go back to reference A. Wils, M. Kamiya, N. Choucri, Threats to sustainability: simulating conflict within and between nations. System Dynamics Review 14(2–3), 129–162 (1998) CrossRef A. Wils, M. Kamiya, N. Choucri, Threats to sustainability: simulating conflict within and between nations. System Dynamics Review 14(2–3), 129–162 (1998) CrossRef
go back to reference P. Bratley, B.L. Fox, L.E. Schrage, A Guide to Simulation, 2nd edn. (Springer, New York, 1987) CrossRef P. Bratley, B.L. Fox, L.E. Schrage, A Guide to Simulation, 2nd edn. (Springer, New York, 1987) CrossRef
go back to reference L. Kleinrock, R. Gail, Queueing Systems: Problems and Solutions (Wiley-Interscience, New York, 1996) MATH L. Kleinrock, R. Gail, Queueing Systems: Problems and Solutions (Wiley-Interscience, New York, 1996) MATH
go back to reference W. Kreutzer, System Simulation: Programming Styles and Languages (Addison-Wesley, Sidney, 1986) W. Kreutzer, System Simulation: Programming Styles and Languages (Addison-Wesley, Sidney, 1986)
go back to reference T.L. Saaty, Elements of Queueing Theory with Applications (Dover, New York, 1961) MATH T.L. Saaty, Elements of Queueing Theory with Applications (Dover, New York, 1961) MATH
go back to reference J.A. Sokolowski, C.M. Banks (eds.), Handbook of Real-World Applications in Modeling and Simulation (Wiley, New York, 2012) MATH J.A. Sokolowski, C.M. Banks (eds.), Handbook of Real-World Applications in Modeling and Simulation (Wiley, New York, 2012) MATH
go back to reference B.P. Zeigler, H. Praehofer, T.G. Kim, Theory of Modeling and Simulation (Academic Press, San Diego, 2000) B.P. Zeigler, H. Praehofer, T.G. Kim, Theory of Modeling and Simulation (Academic Press, San Diego, 2000)
Metadata
Title
Simulations II: Variable-Oriented Models
Author
Claudio Cioffi-Revilla
Copyright Year
2014
Publisher
Springer London
DOI
https://doi.org/10.1007/978-1-4471-5661-1_9

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