Validation of Simulation: Patterns in the Social and Natural Sciences

In most cases, the meaning of computer simulation is strongly connected to the idea numerical calculations. A computer simulation is a numerical solution of a complex mathematical problem. Therefore, the problem of validation of its results should be only a problem of judging the underlying computational methods. However, it will be argued, that this is not the case. It is consensus in literature that validation constitutes one of the central epistemological problems of computer simulation methods. Especially in the case of simulations in the social sciences the answers given by many authors are not satisfactory. The following paper attempts to show how the characteristics of simulation, i.e. the imitation of a dynamic, constitute the problem of validation even in the case of the natural sciences and what consequences arise. Differences as well as common grounds between social and natural sciences will be discussed.

[1]  A. Arakawa.  Computational design for long-term numerical integration of the equations of fluid motion: two-dimen , 1997 .

[2]  David A. Randall.  General circulation model development , 2000 .

[3]  Bruce Edmonds,et al.  Model-to-Model Analysis , 2003 .

[4]  Steve Fuller,et al.  On Rosenwein and Gorman's simulation of social epistemology , 1995 .

[5]  Johannes Lenhard,et al.  Computersimulationen: Modellierungen zweiter Ordnung , 2005 .

[6]  Robert Axelrod.  Advancing the art of simulation in the social sciences , 1997 .

[7]  Norman A. Phillips.  THE GENERAL CIRCULATION OF THE ATMOSPHERE: A NUMERICAL EXPERIMENT , 1960 .

[8]  Klaus G. Troitzsch,et al.  Modelling and simulation in the social sciences from the philosophy of science point of view , 1996 .

[9]  Bruce Edmonds,et al.  Sociology and Social Theory in Agent Based Social Simulation: A Symposium , 2001, Comput. Math. Organ. Theory.

[10]  Osman Balci.  Verification, validation, and certification of modeling and simulation applications , 2003, Proceedings of the 2003 Winter Simulation Conference, 2003..

[11]  R. Hegselmann,et al.  Simulating Social Phenomena , 1997 .

[12]  Victor E. Middleton,et al.  Proceedings of the 1993 Winter Simulation Conference , 1993 .

[13]  John F. B. Mitchell,et al.  Quantifying the uncertainty in forecasts of anthropogenic climate change , 2000, Nature.

[14]  B. Halpin.  Simulation in Sociology , 1999 .

[15]  D. McDowell.  Foreword , 1999 .

[16]  Edward N. Lorenz,et al.  The nature and theory of the general circulation of the atmosphere , 1967 .

[17]  Fritz Rohrlich,et al.  Computer Simulation in the Physical Sciences , 1990, PSA: Proceedings of the Biennial Meeting of the Philosophy of Science Association.

[18]  Margaret Morrison,et al.  Models as Mediators , 1999 .

[19]  M. Friedman,et al.  Essays in Positive Economics , 1954 .

[20]  Eric Winsberg,et al.  Simulated Experiments: Methodology for a Virtual World , 2003, Philosophy of Science.

[21]  Harvey Gould,et al.  Computer simulations , 1990 .

[22]  M. Macy,et al.  FROM FACTORS TO ACTORS: Computational Sociology and Agent-Based Modeling , 2002 .

[23]  AxelrodRobert.  Advancing the art of simulation in the social sciences , 1997 .

[24]  K. G. Troitzsch.  VALIDATING SIMULATION MODELS , 2004 .

[25]  J. CARRICK MOORE,et al.  The General Circulation of the Atmosphere , 1892, Nature.

[26]  Thomas H. Naylor,et al.  Verification of Computer Simulation Models , 1967 .

[27]  G. Nigel Gilbert,et al.  Simulation for the social scientist , 1999 .

[28]  Akio Arakawa,et al.  Chapter 1 - A Personal Perspective on the Early Years of General Circulation Modeling at UCLA , 2000 .

[29]  Joshua M. Epstein,et al.  Growing artificial societies , 1996 .

[30]  Margaret Morrison,et al.  Models as Mediators: Models as autonomous agents , 1999 .

[31]  Bernard P. Zeigler,et al.  Theory of Modelling and Simulation , 1979, IEEE Transactions on Systems, Man and Cybernetics.

[32]  Michael E. Gorman,et al.  Heuristics, hypotheses, and social influence: A new approach to the experimental simulation of social epistemology , 1995 .

[33]  John M. Lewis,et al.  Clarifying the Dynamics of the General Circulation: Phillips's 1956 Experiment , 1998 .

[34]  Richard A. Kerr.  Dueling Models: Future U.S. Climate Uncertain , 2000, Science.

[35]  George B. Kleindorfer,et al.  THE PHILOSOPHY OF SCIENCE AND VAL1DATION IN SIMULATION , 1993 .

[36]  G. Gilbert,et al.  Computer Simulations in Science and Technology Studies , 2012, Springer Berlin Heidelberg.

[37]  Robert G. Sargent,et al.  Validation and verification of simulation models , 1999, Proceedings of the 2004 Winter Simulation Conference, 2004..

[38]  R. Lehman.  Computer simulation and modeling : an introduction , 1978 .

[39]  Daniel L. Klassen,et al.  Computer simulations , 1975, ACM '75.