IDEAS home Printed from https://ideas.repec.org/p/ags/aaea90/271052.html
   My bibliography  Save this paper

An Efficient and Theoretically Consistent Procedure for Generating Correlated, Non-Normal Random Variables in Simulation Models

Author

Listed:
  • Ramirez, O. A.
  • Boggess, W. G.
  • Moss, C. B.

Abstract

In recent years, simulation has become an important methodology for applied decision analysis under uncertainty. A typical simulation effort requires generating a set of possibly correlated and non-normal random variables, using information regarding their underlying joint probability density function contained in a presumably random sample. A few techniques have been suggested to accomplish this task, but most have not met ·the requirement of being correct and efficient from the statistical point of view. This study proposes a multivariate hyperbolic sine probability density function as a basis to develop an efficient and theoretically consistent approach for generating correlated, non-normal random variables.

Suggested Citation

  • Ramirez, O. A. & Boggess, W. G. & Moss, C. B., 1990. "An Efficient and Theoretically Consistent Procedure for Generating Correlated, Non-Normal Random Variables in Simulation Models," 1990 Annual meeting, August 5-8, Vancouver, Canada 271052, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
  • Handle: RePEc:ags:aaea90:271052
    DOI: 10.22004/ag.econ.271052
    as

    Download full text from publisher

    File URL: https://ageconsearch.umn.edu/record/271052/files/aaea-1990-147.pdf
    Download Restriction: no

    File URL: https://ageconsearch.umn.edu/record/271052/files/aaea-1990-147.pdf?subformat=pdfa
    Download Restriction: no

    File URL: https://libkey.io/10.22004/ag.econ.271052?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. King, Robert P., 1979. "Operational Techniques for Applied Decision Analysis Under Uncertainty," AAEA Fellows - Dissertations and Theses, Agricultural and Applied Economics Association, number 181951, December.
    2. Anderson, Jock R., 1974. "Simulation: Methodology and Application in Agricultural Economics," Review of Marketing and Agricultural Economics, Australian Agricultural and Resource Economics Society, vol. 42(01), pages 1-53, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Moss, Charles B. & Shonkwiler, J. S., 1991. "Modeling Yield With Stochastic Trend And Nonnormal Errors," 1991 Annual Meeting, August 4-7, Manhattan, Kansas 271165, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Regmi, Anita, 1990. "The value of information in integrated pest management of corn rootworm and European corn borer in Minnesota," Faculty and Alumni Dissertations 307267, University of Minnesota, Department of Applied Economics.
    2. Fackler, Paul L. & King, Robert P., 1988. "Generation of Dependent Random Variates with Given Marginal Distributions and Fractile Correlation Structure," 1988 Annual Meeting, August 1-3, Knoxville, Tennessee 270406, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    3. King, Robert P. & Robison, Lindon J., 1980. "Implementing Stochastic Dominance With Respect To A Function," Risk Analysis in Agriculture: Research and Educational Developments, January 16-18, 1980, Tucson, Arizona 271563, Regional Research Projects > W-149: An Economic Evaluation of Managing Market Risks in Agriculture.
    4. Hall, Nigel H. & Menz, Kenneth M., 1985. "Product Supply Elasticities for the Australian Broadacre Industries, Estimated with a Programming Model," Review of Marketing and Agricultural Economics, Australian Agricultural and Resource Economics Society, vol. 53(01), pages 1-8, April.
    5. Held, Larry J. & Helmers, Glenn A., 1981. "Growth And Survival In Wheat Farming: The Impact Of Land Expansion And Borrowing Restraints," Western Journal of Agricultural Economics, Western Agricultural Economics Association, vol. 6(2), pages 1-10, December.
    6. Lombard, J. P. & Kassier, W. E., 1990. "Implementering Van Die Intervalbenadering By Die Bepaling Van Besluitnemers Se Houding Teenoor Risiko," Agrekon, Agricultural Economics Association of South Africa (AEASA), vol. 29(4), December.
    7. Johnson, A. K. L. & Cramb, R. A., 1996. "Integrated land evaluation to generate risk-efficient land-use options in a coastal catchment," Agricultural Systems, Elsevier, vol. 50(3), pages 287-305.
    8. Anderson, Jock R., 1983. "On Risk Deductions In Public Project Appraisal," Australian Journal of Agricultural Economics, Australian Agricultural and Resource Economics Society, vol. 27(3), pages 1-9, December.
    9. Pachepsky, L. B. & Haskett, J. D. & Acock, B., 1996. "An adequate model of photosynthesis--I Parameterization, validation and comparison of models," Agricultural Systems, Elsevier, vol. 50(2), pages 209-225.
    10. Shibia, Mumina Guyo, 2010. "Evaluation of Economic Losses in Rearing Replacement Heifers in Pastoral and Peri-Urban Camel Herds of Isiolo District, Kenya," Research Theses 134493, Collaborative Masters Program in Agricultural and Applied Economics.
    11. Bosch, Darrell & Eidman, Vernon, 1985. "The Value Of Soil Water And Weather/Information In Increasing Irrigation Efficiency," 1985 Annual Meeting, August 4-7, Ames, Iowa 278642, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    12. Zering, Kelly D. & McCorkle, C.O., Jr. & Moore, Charles V., 1987. "The Utility Of Multiple Peril Crop Insurance For Irrigated, Multiple-Crop Agriculture," Western Journal of Agricultural Economics, Western Agricultural Economics Association, vol. 12(1), pages 1-10, July.
    13. Beck, Anthony C. & Dent, J. Barry, 1987. "A Farm Growth Model For Policy Analysis In An Extensive Pastoral Production System," Australian Journal of Agricultural Economics, Australian Agricultural and Resource Economics Society, vol. 31(1), pages 1-16, April.
    14. Wilson, Paul N. & Eidman, Vernon R., 1983. "An Empirical Test Of The Interval Approach For Estimating Risk Preferences," Western Journal of Agricultural Economics, Western Agricultural Economics Association, vol. 8(2), pages 1-13, December.
    15. Mapp, Harry P., Jr. & Eidman, Vernon R., 1975. "Simulation Of Soil Water-Crop Yield Systems: The Potential For Economic Analysis," Southern Journal of Agricultural Economics, Southern Agricultural Economics Association, vol. 7(1), pages 1-7, July.
    16. Harrison, R. Wes, 1998. "Stochastic Dominance Analysis of Futures and Option Strategies for Hedging Feeder Cattle," Agricultural and Resource Economics Review, Cambridge University Press, vol. 27(2), pages 270-280, October.
    17. Robert J. Myers & Roley R. Piggott & T. Gordon MacAulay, 1985. "Effects Of Past Australian Wheat Price Policies On Key Industry Variables," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 29(1), pages 1-15, April.
    18. Liu, Hsiang-Hsi, 1983. "An annual simultaneous equation econometric model of U.S. corn and soybean cash and futures markets," ISU General Staff Papers 198301010800009935, Iowa State University, Department of Economics.
    19. King, Robert F., 1984. "Using Probability Distributions in a Stochastic Budgeting Model," 1984 Annual Meeting, August 5-8, Ithaca, New York 337380, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    20. Malcolm, Bill, 1990. "Fifty Years of Farm Management in Australia: Survey and Review," Review of Marketing and Agricultural Economics, Australian Agricultural and Resource Economics Society, vol. 58(01), pages 1-32, April.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ags:aaea90:271052. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: AgEcon Search (email available below). General contact details of provider: https://edirc.repec.org/data/aaeaaea.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.