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Monte Carlo simulation of macroeconomic risk with a continuum of agents: the symmetric case

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Assets, Beliefs, and Equilibria in Economic Dynamics

Part of the book series: Studies in Economic Theory ((ECON.THEORY,volume 18))

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.

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References

  1. 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

    Google Scholar 

  2. Aumann, R.J.: Markets with a continuum of traders. Econometrica 32, 39–50 (1964)

    Article  Google Scholar 

  3. Aumann, R.J.: Existence of competitive equilibria in markets with a continuum of traders. Econometrica 34, 1–17 (1966)

    Article  Google Scholar 

  4. Billingsley, P.: Convergence of probability measures. New York: Wiley 1968

    Google Scholar 

  5. Billingsley, P.: Probability and measure, 3rd edn. New York: Wiley 1995

    Google Scholar 

  6. Chamberlain, G.: Econometrics and decision theory. Journal of Econometrics 95, 255–283 (2000)

    Article  Google Scholar 

  7. Chow, Y. S., Teicher, H.: Probability theory: Independence, interchangeability, martingales, 3rd edn. New York: Springer 1997

    Google Scholar 

  8. Cohn, D. L.: Measure theory. Boston: Birkhäuser 1980

    Book  Google Scholar 

  9. Diestel, J., Uhl, Jr., J. J.: Vector measures. Providence, RI: American Mathematical Society 1977

    Google Scholar 

  10. Doob, J.L.: Stochastic processes depending on a continuous parameter. Transactions of the American Mathematical Society 42, 107–140 (1937)

    Article  Google Scholar 

  11. Doob, J.L.: Stochastic processes. New York: Wiley 1953

    Google Scholar 

  12. Dudley, R.M.: Real analysis and probability. New York: Chapman & Hall 1989

    Google Scholar 

  13. Durrett, R.: Probability: Theory and examples, 2nd edn. Belmont, CA: Wadsworth 1996

    Google Scholar 

  14. Feldman, M., Gilles, C: An expository note on individual risk without aggregate uncertainty. Journal of Economic Theory 35, 26–32 (1985)

    Article  Google Scholar 

  15. Fremlin, D.H., Mendoza, J.: On the integration of vector-valued functions. Illinois Journal of Mathematics 38, 127–147 (1994)

    Google Scholar 

  16. 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

    Google Scholar 

  17. Green, E.J.: Individual level randomness in a nonatomic population. Economics Working Paper #ewp-ge/9402001 (1994)

    Google Scholar 

  18. 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)

    Google Scholar 

  19. Jackson, M.O., Kalai, E., Smorodinsky, R.: Bayesian representation of stochastic processes under learning: de Finetti revisited. Econometrica 67, 875–893 (1999)

    Article  Google Scholar 

  20. Judd, K. : The law of large numbers with a continuum of IID random variables. Journal of Economic Theory 35, 19–25(1985)

    Article  Google Scholar 

  21. Khan, M.A., Sun, Y.N.: Weak measurability and characterizations of risk. Economic Theory 13, 541–560(1999)

    Article  Google Scholar 

  22. Kohlberg, E., Reny, P.J.: Independence on relative probability spaces and consistent assessments in game trees. Journal of Economic Theory 75, 280–313 (1997)

    Article  Google Scholar 

  23. Kurz, M.: Rational beliefs and endogenous uncertainty. Economic Theory 8, 383–397 (1996)

    Google Scholar 

  24. Kurz, M., Schneider, M.: Coordination and correlation in Markov rational belief equilibria. Economic Theory 8, 489–520(1996)

    Google Scholar 

  25. McCall, J.J.: Exchangeability and its economic applications. Journal of Economic Dynamics and Control 15, 549–568 (1991)

    Article  Google Scholar 

  26. Nielsen, C.K.: Rational belief structures and rational belief equilibria. Economic Theory 8, 399–422 (1996)

    Google Scholar 

  27. Parthasarathy, K.R.: Probability measures on metric spaces. New York: Academic Press 1967

    Google Scholar 

  28. Sun, Y.N.: Hyperfinite law of large numbers. The Bulletin of Symbolic Logic 2, 189–198 (1996)

    Article  Google Scholar 

  29. 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)

    Article  Google Scholar 

  30. 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)

    Article  Google Scholar 

  31. 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)

    Google Scholar 

  32. Talagrand, M.: Pettis Integral and Measure Theory. Providence, Memoirs of the American Mathematical Society, No. 307 (1984)

    Google Scholar 

  33. Talagrand, M.: The Glivenko-Cantelli problem. Annals of Probability 15, 837–870 (1987)

    Article  Google Scholar 

  34. Vickrey, W.S.: Measuring marginal utility by reactions to risk. Econometrica 13, 319–333 (1945)

    Article  Google Scholar 

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Correspondence to Peter J. Hammond .

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© 2004 Springer-Verlag Berlin Heidelberg

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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

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  • DOI: https://doi.org/10.1007/978-3-662-05858-9_34

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-05663-5

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