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Control variate techniques for Monte Carlo simulation

Published: 07 December 2003 Publication History

Abstract

In this paper we present an overview of classical results about the variance reduction technique of control variates. We emphasize aspects of the theory that are of importance to the practitioner, as well as presenting relevant applications.

References

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Duffie, D. 1996. Dynamic Asset Pricing theory. 2nd ed. Princeton: Princeton University Press.
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Lavenberg, S. S., T. L. Moeller and P. D. Welch. 1982. Statistical results on control variates with application to queueing network simulation. Operations Research 30:182--202.
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Law, A. M., and W. D. Kelton. 1991. Simulation Modeling and Analysis. 2nd ed. New York: McGraw-Hill.
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Loh, W. W. 1995. On the Method of Control Variates. Ph. D. Thesis. Department of Operations Research. Stanford University.
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Nelson, B. L. 1990. Control variate remedies. Operations Research 38:974--992.
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Rubinstein, R. Y., and R. Marcus. 1985. Efficiency of multivariate control variates in Monte Carlo simulation. Operations Research 33:661--677.
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Szechtman, R., and P. W. Glynn. 2001. Constrained Monte Carlo and the method of control variates. In Proceedings of the 2001 Winter Simulation Conference, ed. B. A. Peters, J. S. Smith, D. J. Medeiros, and M. W. Rohrer, 394--400. Piscataway, New Jersey: Institute of Electrical and Electronic Engineers.

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  • (2008)Control variate techniqueProceedings of the 40th Conference on Winter Simulation10.5555/1516744.1516811(320-327)Online publication date: 7-Dec-2008
  1. Control variate techniques for Monte Carlo simulation

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    Published In

    cover image ACM Conferences
    WSC '03: Proceedings of the 35th conference on Winter simulation: driving innovation
    December 2003
    2094 pages
    ISBN:0780381327

    Sponsors

    • IIE: Institute of Industrial Engineers
    • INFORMS/CS: Institute for Operations Research and the Management Sciences/College on Simulation
    • ASA: American Statistical Association
    • ACM: Association for Computing Machinery
    • SIGSIM: ACM Special Interest Group on Simulation and Modeling
    • IEEE/CS: Institute of Electrical and Electronics Engineers/Computer Society
    • NIST: National Institute of Standards and Technology
    • (SCS): The Society for Modeling and Simulation International
    • IEEE/SMCS: Institute of Electrical and Electronics Engineers/Systems, Man, and Cybernetics Society

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    Winter Simulation Conference

    Publication History

    Published: 07 December 2003

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    WSC03
    Sponsor:
    • IIE
    • INFORMS/CS
    • ASA
    • ACM
    • SIGSIM
    • IEEE/CS
    • NIST
    • (SCS)
    • IEEE/SMCS
    WSC03: Winter Simulation Conference 2003
    December 7 - 10, 2003
    Louisiana, New Orleans

    Acceptance Rates

    WSC '03 Paper Acceptance Rate 128 of 189 submissions, 68%;
    Overall Acceptance Rate 3,413 of 5,075 submissions, 67%

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    • (2008)Control variate techniqueProceedings of the 40th Conference on Winter Simulation10.5555/1516744.1516811(320-327)Online publication date: 7-Dec-2008

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