• DocumentCode
    1407515
  • Title

    Generation of Pseudorandom Numbers with Specified Univariate Distributions and Correlation Coefficients

  • Author

    Li, Shing Ted ; Hammond, Joseph L.

  • Author_Institution
    Navy Electronics Laboratories, San Diego, Calif.
  • Issue
    5
  • fYear
    1975
  • Firstpage
    557
  • Lastpage
    561
  • Abstract
    This correspondence presents a procedure for generating correlated random variables with specified non-Gaussian probability distribution functions (pdf´s) such as might be required for Monte Carlo simulation studies. Specifically, a method is presented for generating an arbitrary number of pseudorandom numbers each with a prescribed probability distribution and with a prescribed correlation coefficient matrix for the collection of random numbers. Collections of typical numbers generated with the method are evaluated with chi-squared tests for the distribution functions and with confidence intervals for the correlation coefficients derived from maximum likelihood estimates. In all cases tested the generated numbers passed the tests.
  • Keywords
    Density functional theory; Distribution functions; Gaussian distribution; Laboratories; Monte Carlo methods; Nonlinear equations; Probability density function; Random number generation; Random variables; Terminology;
  • fLanguage
    English
  • Journal_Title
    Systems, Man and Cybernetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9472
  • Type

    jour

  • DOI
    10.1109/TSMC.1975.5408380
  • Filename
    5408380