Summary
Suppose a large economy with individual risk is modeled by a continuum of pairwise exchangeable random variables (i.i.d., in particular). Then the relevant stochastic process is jointly measurable only in degenerate cases. Yet in Monte Carlo simulation, the average of a large finite draw of the random variables converges almost surely. Several necessary and sufficient conditions for such “Monte Carlo convergence” are given. Also, conditioned on the associated Monte Carlo σ -algebra, which represents macroeconomic risk, individual agents’ random shocks are independent. Furthermore, a converse to one version of the classical law of large numbers is proved.
Part of this work was done when Yeneng Sun was visiting SITE at Stanford University in July 2001. An early version of some results was included in a presentation to Tom Sargent’s macro workshop at Stanford. We are grateful to him and Felix Kübier in particular for their comments. And also to Marcos Lisboa for several discussions with Peter Hammond, during which the basic idea of the paper began to take shape.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Anderson, R.M.: Non-standard analysis with applications to economics. In: Hildenbrand, W., Sonnenschein, H. (eds.) Handbook of mathematical economics, Vol. IV, ch. 39, pp. 2145–2208. Amsterdam: North-Holland 1991
Aumann, R.J.: Markets with a continuum of traders. Econometrica 32, 39–50 (1964)
Aumann, R.J.: Existence of competitive equilibria in markets with a continuum of traders. Econometrica 34, 1–17 (1966)
Billingsley, P.: Convergence of probability measures. New York: Wiley 1968
Billingsley, P.: Probability and measure, 3rd edn. New York: Wiley 1995
Chamberlain, G.: Econometrics and decision theory. Journal of Econometrics 95, 255–283 (2000)
Chow, Y. S., Teicher, H.: Probability theory: Independence, interchangeability, martingales, 3rd edn. New York: Springer 1997
Cohn, D. L.: Measure theory. Boston: Birkhäuser 1980
Diestel, J., Uhl, Jr., J. J.: Vector measures. Providence, RI: American Mathematical Society 1977
Doob, J.L.: Stochastic processes depending on a continuous parameter. Transactions of the American Mathematical Society 42, 107–140 (1937)
Doob, J.L.: Stochastic processes. New York: Wiley 1953
Dudley, R.M.: Real analysis and probability. New York: Chapman & Hall 1989
Durrett, R.: Probability: Theory and examples, 2nd edn. Belmont, CA: Wadsworth 1996
Feldman, M., Gilles, C: An expository note on individual risk without aggregate uncertainty. Journal of Economic Theory 35, 26–32 (1985)
Fremlin, D.H., Mendoza, J.: On the integration of vector-valued functions. Illinois Journal of Mathematics 38, 127–147 (1994)
Geweke, J.: Monte Carlo simulation and numerical integration. In: Amman, H., Kendrick, D., Rust, J. (eds.) Handbook of computational economics, pp. 731–800. Amsterdam: North-Holland 1996
Green, E.J.: Individual level randomness in a nonatomic population. Economics Working Paper #ewp-ge/9402001 (1994)
Hammond, P.J., Sun, Y.N.: Joint measurability and the one-way Fubini property for a continuum of independent random variables. Stanford University, Department of Economics, Working Paper # 00–008 (2000)
Jackson, M.O., Kalai, E., Smorodinsky, R.: Bayesian representation of stochastic processes under learning: de Finetti revisited. Econometrica 67, 875–893 (1999)
Judd, K. : The law of large numbers with a continuum of IID random variables. Journal of Economic Theory 35, 19–25(1985)
Khan, M.A., Sun, Y.N.: Weak measurability and characterizations of risk. Economic Theory 13, 541–560(1999)
Kohlberg, E., Reny, P.J.: Independence on relative probability spaces and consistent assessments in game trees. Journal of Economic Theory 75, 280–313 (1997)
Kurz, M.: Rational beliefs and endogenous uncertainty. Economic Theory 8, 383–397 (1996)
Kurz, M., Schneider, M.: Coordination and correlation in Markov rational belief equilibria. Economic Theory 8, 489–520(1996)
McCall, J.J.: Exchangeability and its economic applications. Journal of Economic Dynamics and Control 15, 549–568 (1991)
Nielsen, C.K.: Rational belief structures and rational belief equilibria. Economic Theory 8, 399–422 (1996)
Parthasarathy, K.R.: Probability measures on metric spaces. New York: Academic Press 1967
Sun, Y.N.: Hyperfinite law of large numbers. The Bulletin of Symbolic Logic 2, 189–198 (1996)
Sun, Y.N.: A theory of hyperfinite processes: The complete removal of individual uncertainty via exact LLN. Journal of Mathematical Economics 29, 419–503 (1998)
Sun, Y.N.: The almost equivalence of pairwise and mutual independence and the duality with exchangeability. Probability Theory and Related Fields 112, 425–456 (1998)
Sun, Y.N.: On the sample measurability problem in modeling individual risks. Working Paper No. 99–25, Centre for Financial Engineering, National University of Singapore (1999)
Talagrand, M.: Pettis Integral and Measure Theory. Providence, Memoirs of the American Mathematical Society, No. 307 (1984)
Talagrand, M.: The Glivenko-Cantelli problem. Annals of Probability 15, 837–870 (1987)
Vickrey, W.S.: Measuring marginal utility by reactions to risk. Econometrica 13, 319–333 (1945)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2004 Springer-Verlag Berlin Heidelberg
About this chapter
Cite this chapter
Hammond, P.J., Sun, Y. (2004). Monte Carlo simulation of macroeconomic risk with a continuum of agents: the symmetric case. In: Aliprantis, C.D., Arrow, K.J., Hammond, P., Kubler, F., Wu, HM., Yannelis, N.C. (eds) Assets, Beliefs, and Equilibria in Economic Dynamics. Studies in Economic Theory, vol 18. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-662-05858-9_34
Download citation
DOI: https://doi.org/10.1007/978-3-662-05858-9_34
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-05663-5
Online ISBN: 978-3-662-05858-9
eBook Packages: Springer Book Archive