Abstract
The focus of the paper is the process of model validation. The discussion illustrates some problems encountered in validating stochastic models, with special reference to market behavior models. A brief discussion of some important dimensions of model validation are presented. The discussion focuses on the role of simulation to generate sample universes for realistic output validation (both at micro and macro levels) of a stochastic model. Also, some light is shed upon two neglected aspects of model validation, experimentation to test the realism of a model's policy implications and a comparative evaluation with existing models. It is hoped for that the article has raised some important issues for the attention of a serious model builder.
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References
Aaker, David A. “The New Trier Stochastic Model of Brand Choice,” Working paper No. 50, Berkeley: Institute of Business and Economic Research, University of California, 1969.
Friedman, Milton. Essays in Positive Economics. Chicago: University of Chicago Press, 1953.
Herniter, Jerome and Victor Cook. “A Short Description of the NOMMAD Simulation of Customer Behavior.” Marketing Science Institute Publication (September), 1970.
Jones, J. Morgan. “Dual-Effects Model of Brand Choice,” Journal of Marketing Research (November), 1970, pp. 458–65.
Massy, William F., Donald G. Morrison and David B. Montgomery, Stochastic Models of Buying Behavior. Cambridge: The M.I.T. Press, 1970.
Naylor, Thomas H. (ed.) Computer Simulation Experiments With Models of Economic Systems. New York: John Wiley & Sons, Inc., 1971.
Rao, Tanniru R. “Computer Simulation of a Model of Market Behavior.” Proceedings of the Fall Conference of the American Marketing Association (August), 1971.
Siegel, Sidney. Nonparametric Statistics. New York: McGraw-Hill, 1956.
Theil, Henry. Economic Forecasts and Policy. Amsterdam: North-Holland Publishing Company, 1961.
Theil, Henry. Applied Economic Forecasting. Chicago: Rand McNally, 1964.
Wertz, Kenneth and Thomas Wonnacott. “Spectral Analysis of Data Generated by Simulation Experiments with Econometric Models.” Econometrica, 37 (April), 1969, p. 333–52.
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Rao, T.R. Validation of stochastic models: Some perspectives. JAMS 3, 192–199 (1975). https://doi.org/10.1007/BF02729530
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DOI: https://doi.org/10.1007/BF02729530