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
Link To Document